pjreddie / darknet

Convolutional Neural Networks
http://pjreddie.com/darknet/
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Suddenly stop learning #1995

Open HongYg opened 4 years ago

HongYg commented 4 years ago

commend : darknet.exe detector train C:/darknet/data/test/obj.data C:/darknet/data/test/testv3.cfg C:/darknet/data/test/darknet53.conv.74 ㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡㅡ test/train.txt C:/darknet/data/test/obj\C001100_003.mp4_20191218_192403.905.jpg C:/darknet/data/test/obj\C001100_003.mp4_20191218_192404.906.jpg C:/darknet/data/test/obj\C001100_003.mp4_20191218_192405.238.jpg C:/darknet/data/test/obj\C001100_003.mp4_20191218_192405.571.jpg C:/darknet/data/test/obj\C001100_003.mp4_20191218_192405.905.jpg . . . almost 2800 img

test/valid.txt C:/darknet/data/test/obj\C054105_001.mp4_20191218_164945.676.jpg C:/darknet/data/test/obj\C054305_005.mp4_20191218_164801.151.jpg C:/darknet/data/test/obj\C054305_005.mp4_20191218_164801.185.jpg C:/darknet/data/test/obj\C055105_003.mp4_20191218_165125.757.jpg C:/darknet/data/test/obj\C055105_003.mp4_20191218_165125.790.jpg . . . almost 700 img

test/obj imgs and labels


test/testv3.cfg

[net]

Testing

batch=1

subdivisions=1

Training

batch=32 subdivisions=64 width=416 height=416 channels=3 momentum=0.9 decay=0.0005 angle=0 saturation = 1.5 exposure = 1.5 hue=.1

learning_rate=0.001 burn_in=1000 max_batches = 6000 policy=steps steps=4800,5400 scales=.1,.1

[convolutional] batch_normalize=1 filters=32 size=3 stride=1 pad=1 activation=leaky

Downsample

[convolutional] batch_normalize=1 filters=64 size=3 stride=2 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=32 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=64 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

Downsample

[convolutional] batch_normalize=1 filters=128 size=3 stride=2 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=64 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=128 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=64 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=128 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

Downsample

[convolutional] batch_normalize=1 filters=256 size=3 stride=2 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

Downsample

[convolutional] batch_normalize=1 filters=512 size=3 stride=2 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

Downsample

[convolutional] batch_normalize=1 filters=1024 size=3 stride=2 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=1024 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=512 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=1024 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=512 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=1024 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

[convolutional] batch_normalize=1 filters=512 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 filters=1024 size=3 stride=1 pad=1 activation=leaky

[shortcut] from=-3 activation=linear

######################

[convolutional] batch_normalize=1 filters=512 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=1024 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=1024 activation=leaky

[convolutional] batch_normalize=1 filters=512 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=1024 activation=leaky

[convolutional] size=1 stride=1 pad=1 filters=255 activation=linear

[yolo] mask = 6,7,8 anchors = 10,13, 16,30, 33,23, 30,61, 62,45, 59,119, 116,90, 156,198, 373,326 classes=80 num=9 jitter=.3 ignore_thresh = .7 truth_thresh = 1 random=1

[route] layers = -4

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[upsample] stride=2

[route] layers = -1, 61

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=512 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=512 activation=leaky

[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=512 activation=leaky

[convolutional] size=1 stride=1 pad=1 filters=255 activation=linear

[yolo] mask = 3,4,5 anchors = 10,13, 16,30, 33,23, 30,61, 62,45, 59,119, 116,90, 156,198, 373,326 classes=80 num=9 jitter=.3 ignore_thresh = .7 truth_thresh = 1 random=1

[route] layers = -4

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[upsample] stride=2

[route] layers = -1, 36

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=256 activation=leaky

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=256 activation=leaky

[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky

[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=256 activation=leaky

[convolutional] size=1 stride=1 pad=1 filters=24 activation=linear

[yolo] mask = 0,1,2 anchors = 10,13, 16,30, 33,23, 30,61, 62,45, 59,119, 116,90, 156,198, 373,326 classes=3 num=9 jitter=.3 ignore_thresh = .7 truth_thresh = 1 random=1


obj.names

walk fire dumping


obj.data

classes = 3 train = C:/darknet/data/test/train.txt valid = C:/darknet/data/test/valid.txt names = C:/darknet/data/test/obj.names backup = C:/darknet/data/test/backup/

C:\darknet\build\darknet\x64>darknet.exe detector train C:/darknet/data/test/obj.data C:/darknet/data/test/testv3.cfg C:/darknet/data/test/darknet53.conv.74 CUDA-version: 10000 (10020) Warning: CUDA-version is lower than Driver-version! , cuDNN: 7.3.1, CUDNN_HALF=1, GPU count: 1 OpenCV version: 3.4.9 testv3 compute_capability = 750, cudnn_half = 1 net.optimized_memory = 0 batch = 1, time_steps = 1, train = 1 layer filters size/strd(dil) input output 0 conv 32 3 x 3/ 1 416 x 416 x 3 -> 416 x 416 x 32 0.299 BF 1 conv 64 3 x 3/ 2 416 x 416 x 32 -> 208 x 208 x 64 1.595 BF 2 conv 32 1 x 1/ 1 208 x 208 x 64 -> 208 x 208 x 32 0.177 BF 3 conv 64 3 x 3/ 1 208 x 208 x 32 -> 208 x 208 x 64 1.595 BF 4 Shortcut Layer: 1, wt = 0, wn = 0, outputs: 208 x 208 x 64 0.003 BF 5 conv 128 3 x 3/ 2 208 x 208 x 64 -> 104 x 104 x 128 1.595 BF 6 conv 64 1 x 1/ 1 104 x 104 x 128 -> 104 x 104 x 64 0.177 BF 7 conv 128 3 x 3/ 1 104 x 104 x 64 -> 104 x 104 x 128 1.595 BF 8 Shortcut Layer: 5, wt = 0, wn = 0, outputs: 104 x 104 x 128 0.001 BF 9 conv 64 1 x 1/ 1 104 x 104 x 128 -> 104 x 104 x 64 0.177 BF 10 conv 128 3 x 3/ 1 104 x 104 x 64 -> 104 x 104 x 128 1.595 BF 11 Shortcut Layer: 8, wt = 0, wn = 0, outputs: 104 x 104 x 128 0.001 BF 12 conv 256 3 x 3/ 2 104 x 104 x 128 -> 52 x 52 x 256 1.595 BF 13 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 14 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 15 Shortcut Layer: 12, wt = 0, wn = 0, outputs: 52 x 52 x 256 0.001 BF 16 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 17 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 18 Shortcut Layer: 15, wt = 0, wn = 0, outputs: 52 x 52 x 256 0.001 BF 19 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 20 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 21 Shortcut Layer: 18, wt = 0, wn = 0, outputs: 52 x 52 x 256 0.001 BF 22 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 23 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 24 Shortcut Layer: 21, wt = 0, wn = 0, outputs: 52 x 52 x 256 0.001 BF 25 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 26 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 27 Shortcut Layer: 24, wt = 0, wn = 0, outputs: 52 x 52 x 256 0.001 BF 28 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 29 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 30 Shortcut Layer: 27, wt = 0, wn = 0, outputs: 52 x 52 x 256 0.001 BF 31 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 32 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 33 Shortcut Layer: 30, wt = 0, wn = 0, outputs: 52 x 52 x 256 0.001 BF 34 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 35 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 36 Shortcut Layer: 33, wt = 0, wn = 0, outputs: 52 x 52 x 256 0.001 BF 37 conv 512 3 x 3/ 2 52 x 52 x 256 -> 26 x 26 x 512 1.595 BF 38 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 39 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 40 Shortcut Layer: 37, wt = 0, wn = 0, outputs: 26 x 26 x 512 0.000 BF 41 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 42 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 43 Shortcut Layer: 40, wt = 0, wn = 0, outputs: 26 x 26 x 512 0.000 BF 44 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 45 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 46 Shortcut Layer: 43, wt = 0, wn = 0, outputs: 26 x 26 x 512 0.000 BF 47 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 48 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 49 Shortcut Layer: 46, wt = 0, wn = 0, outputs: 26 x 26 x 512 0.000 BF 50 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 51 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 52 Shortcut Layer: 49, wt = 0, wn = 0, outputs: 26 x 26 x 512 0.000 BF 53 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 54 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 55 Shortcut Layer: 52, wt = 0, wn = 0, outputs: 26 x 26 x 512 0.000 BF 56 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 57 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 58 Shortcut Layer: 55, wt = 0, wn = 0, outputs: 26 x 26 x 512 0.000 BF 59 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 60 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 61 Shortcut Layer: 58, wt = 0, wn = 0, outputs: 26 x 26 x 512 0.000 BF 62 conv 1024 3 x 3/ 2 26 x 26 x 512 -> 13 x 13 x1024 1.595 BF 63 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 64 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 65 Shortcut Layer: 62, wt = 0, wn = 0, outputs: 13 x 13 x1024 0.000 BF 66 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 67 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 68 Shortcut Layer: 65, wt = 0, wn = 0, outputs: 13 x 13 x1024 0.000 BF 69 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 70 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 71 Shortcut Layer: 68, wt = 0, wn = 0, outputs: 13 x 13 x1024 0.000 BF 72 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 73 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 74 Shortcut Layer: 71, wt = 0, wn = 0, outputs: 13 x 13 x1024 0.000 BF 75 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 76 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 77 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 78 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 79 conv 512 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 512 0.177 BF 80 conv 1024 3 x 3/ 1 13 x 13 x 512 -> 13 x 13 x1024 1.595 BF 81 conv 255 1 x 1/ 1 13 x 13 x1024 -> 13 x 13 x 255 0.088 BF 82 yolo [yolo] params: iou loss: mse (2), iou_norm: 0.75, cls_norm: 1.00, scale_x_y: 1.00 83 route 79 -> 13 x 13 x 512 84 conv 256 1 x 1/ 1 13 x 13 x 512 -> 13 x 13 x 256 0.044 BF 85 upsample 2x 13 x 13 x 256 -> 26 x 26 x 256 86 route 85 61 -> 26 x 26 x 768 87 conv 256 1 x 1/ 1 26 x 26 x 768 -> 26 x 26 x 256 0.266 BF 88 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 89 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 90 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 91 conv 256 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 256 0.177 BF 92 conv 512 3 x 3/ 1 26 x 26 x 256 -> 26 x 26 x 512 1.595 BF 93 conv 255 1 x 1/ 1 26 x 26 x 512 -> 26 x 26 x 255 0.177 BF 94 yolo [yolo] params: iou loss: mse (2), iou_norm: 0.75, cls_norm: 1.00, scale_x_y: 1.00 95 route 91 -> 26 x 26 x 256 96 conv 128 1 x 1/ 1 26 x 26 x 256 -> 26 x 26 x 128 0.044 BF 97 upsample 2x 26 x 26 x 128 -> 52 x 52 x 128 98 route 97 36 -> 52 x 52 x 384 99 conv 128 1 x 1/ 1 52 x 52 x 384 -> 52 x 52 x 128 0.266 BF 100 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 101 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 102 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 103 conv 128 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 128 0.177 BF 104 conv 256 3 x 3/ 1 52 x 52 x 128 -> 52 x 52 x 256 1.595 BF 105 conv 24 1 x 1/ 1 52 x 52 x 256 -> 52 x 52 x 24 0.033 BF 106 yolo [yolo] params: iou loss: mse (2), iou_norm: 0.75, cls_norm: 1.00, scale_x_y: 1.00 Total BFLOPS 65.559 Allocate additional workspace_size = 52.43 MB Loading weights from C:/darknet/data/test/darknet53.conv.74... seen 64, trained: 0 K-images (0 Kilo-batches_64) Done! Loaded 75 layers from weights-file Learning Rate: 0.001, Momentum: 0.9, Decay: 0.0005 If error occurs - run training with flag: -dont_show Resizing, random_coef = 1.40 608 x 608 try to allocate additional workspace_size = 52.43 MB CUDA allocate done! Loaded: 0.000000 seconds v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510478, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.298431, class_loss = 297.298431, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.174995, GIOU: -0.275757), Class: 0.673215, Obj: 0.421470, No Obj: 0.485719, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1154.398193, class_loss = 1140.222534, iou_loss = 14.175659 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562907, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5928.114258, class_loss = 5928.114258, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510738, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.693451, class_loss = 297.693451, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.484984, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1091.729126, class_loss = 1091.729126, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.514328, GIOU: 0.483302), Class: 0.369953, Obj: 0.449686, No Obj: 0.565017, .5R: 1.000000, .75R: 0.000000, count: 1, loss = 5987.206055, class_loss = 5985.689941, iou_loss = 1.516113 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510538, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.213043, class_loss = 297.213043, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.421233, GIOU: 0.208458), Class: 0.513122, Obj: 0.537366, No Obj: 0.485346, .5R: 0.500000, .75R: 0.000000, count: 4, loss = 1187.302490, class_loss = 1175.447632, iou_loss = 11.854858 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566073, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6027.836914, class_loss = 6027.836914, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510036, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.267395, class_loss = 296.267395, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.391708, GIOU: 0.374268), Class: 0.622018, Obj: 0.762667, No Obj: 0.485046, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1115.426880, class_loss = 1113.672974, iou_loss = 1.753906 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565816, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6015.381836, class_loss = 6015.381836, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510953, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.894012, class_loss = 298.894012, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.161505, GIOU: -0.300744), Class: 0.520335, Obj: 0.832634, No Obj: 0.485991, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1126.348755, class_loss = 1119.273438, iou_loss = 7.075317 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565147, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5983.992676, class_loss = 5983.992676, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.042512, GIOU: -0.643651), Class: 0.354421, Obj: 0.660356, No Obj: 0.510132, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 343.368408, class_loss = 319.506958, iou_loss = 23.861450 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485481, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1092.735718, class_loss = 1092.735718, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564184, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5969.143066, class_loss = 5969.143066, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510673, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.114288, class_loss = 296.114288, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.496558, GIOU: 0.454960), Class: 0.535105, Obj: 0.450337, No Obj: 0.485909, .5R: 0.500000, .75R: 0.000000, count: 4, loss = 1196.254150, class_loss = 1190.844971, iou_loss = 5.409180 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563638, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5940.258789, class_loss = 5940.258789, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511362, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.371643, class_loss = 298.371643, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.296144, GIOU: 0.003244), Class: 0.429003, Obj: 0.635287, No Obj: 0.485517, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1152.174927, class_loss = 1140.572144, iou_loss = 11.602783 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562145, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5912.125977, class_loss = 5912.125977, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.206175, GIOU: -0.121077), Class: 0.311311, Obj: 0.543511, No Obj: 0.510455, .5R: 0.000000, .75R: 0.000000, count: 3, loss = 389.071350, class_loss = 371.825531, iou_loss = 17.245819 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485893, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1097.900269, class_loss = 1097.900269, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565073, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5993.052734, class_loss = 5993.052734, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510111, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 295.879578, class_loss = 295.879578, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.486027, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1100.360107, class_loss = 1100.360107, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565626, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6008.170410, class_loss = 6008.170410, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511377, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.070496, class_loss = 297.070496, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.591883, GIOU: 0.591882), Class: 0.182748, Obj: 0.426435, No Obj: 0.484815, .5R: 1.000000, .75R: 0.000000, count: 1, loss = 1111.200073, class_loss = 1110.653564, iou_loss = 0.546509 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565236, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5991.347168, class_loss = 5991.347168, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510634, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.805847, class_loss = 296.805847, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.153835, GIOU: 0.051810), Class: 0.510387, Obj: 0.557195, No Obj: 0.485271, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1118.928589, class_loss = 1113.383667, iou_loss = 5.544922 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.559416, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5833.324707, class_loss = 5833.324707, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510253, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.133942, class_loss = 297.133942, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.473977, GIOU: 0.422813), Class: 0.722490, Obj: 0.311004, No Obj: 0.485624, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1119.396484, class_loss = 1117.015137, iou_loss = 2.381348 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.408979, GIOU: 0.326490), Class: 0.598379, Obj: 0.521554, No Obj: 0.565277, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 6007.538086, class_loss = 6005.551270, iou_loss = 1.986816 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511397, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.180511, class_loss = 298.180511, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.396944, GIOU: 0.380370), Class: 0.776691, Obj: 0.605744, No Obj: 0.485165, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1120.284912, class_loss = 1116.967163, iou_loss = 3.317749 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565862, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6011.167969, class_loss = 6011.167969, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.196103, GIOU: -0.147082), Class: 0.265317, Obj: 0.325103, No Obj: 0.511328, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 326.761078, class_loss = 321.309631, iou_loss = 5.451447 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485683, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1096.947998, class_loss = 1096.947998, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565750, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6007.533203, class_loss = 6007.533203, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511174, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.809113, class_loss = 297.809113, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.274529, GIOU: 0.104260), Class: 0.768142, Obj: 0.467696, No Obj: 0.486277, .5R: 0.000000, .75R: 0.000000, count: 3, loss = 1181.913940, class_loss = 1166.900879, iou_loss = 15.013062 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563544, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5946.495605, class_loss = 5946.495605, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510974, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.610535, class_loss = 297.610535, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.228473, GIOU: 0.089736), Class: 0.617660, Obj: 0.505144, No Obj: 0.485406, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1118.718018, class_loss = 1113.840210, iou_loss = 4.877808 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564215, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5970.604004, class_loss = 5970.604004, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511294, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.005219, class_loss = 297.005219, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.249426, GIOU: 0.048238), Class: 0.661955, Obj: 0.321037, No Obj: 0.485251, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1153.678711, class_loss = 1144.519409, iou_loss = 9.159302 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563122, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5933.911133, class_loss = 5933.911133, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510910, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.521027, class_loss = 298.521027, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.480107, GIOU: 0.475775), Class: 0.664975, Obj: 0.339281, No Obj: 0.485859, .5R: 0.500000, .75R: 0.000000, count: 2, loss = 1146.196167, class_loss = 1141.870361, iou_loss = 4.325806 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566236, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6023.313477, class_loss = 6023.313477, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510135, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.171021, class_loss = 298.171021, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485758, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1096.900024, class_loss = 1096.900024, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.161734, GIOU: 0.038938), Class: 0.432450, Obj: 0.772261, No Obj: 0.563056, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5940.224609, class_loss = 5932.076172, iou_loss = 8.148438 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510626, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.834320, class_loss = 297.834320, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.272084, GIOU: -0.042204), Class: 0.469393, Obj: 0.535277, No Obj: 0.486317, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1152.934326, class_loss = 1143.353516, iou_loss = 9.580811 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.561926, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5903.951172, class_loss = 5903.951172, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510720, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 295.948822, class_loss = 295.948822, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.232912, GIOU: -0.122794), Class: 0.382427, Obj: 0.739254, No Obj: 0.484770, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1122.448120, class_loss = 1116.455688, iou_loss = 5.992432 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564798, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5989.166016, class_loss = 5989.166016, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510290, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.509735, class_loss = 297.509735, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.207428, GIOU: 0.034940), Class: 0.617530, Obj: 0.559716, No Obj: 0.485137, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1154.575562, class_loss = 1140.951172, iou_loss = 13.624390 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565678, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6002.665039, class_loss = 6002.665039, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510915, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.315186, class_loss = 297.315186, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.233181, GIOU: -0.086193), Class: 0.700400, Obj: 0.529427, No Obj: 0.485399, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1121.979858, class_loss = 1117.242310, iou_loss = 4.737549 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564288, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5975.387207, class_loss = 5975.387207, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511059, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.845276, class_loss = 298.845276, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485239, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1096.778931, class_loss = 1096.778931, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.154249, GIOU: 0.154249), Class: 0.685496, Obj: 0.414385, No Obj: 0.566464, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 6026.205566, class_loss = 6021.948242, iou_loss = 4.257324 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511686, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 299.563110, class_loss = 299.563110, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.239719, GIOU: 0.154029), Class: 0.579397, Obj: 0.553129, No Obj: 0.485518, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1143.795166, class_loss = 1134.828857, iou_loss = 8.966309 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566105, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6019.397949, class_loss = 6019.397949, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511409, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.570801, class_loss = 297.570801, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.404836, GIOU: 0.225359), Class: 0.735631, Obj: 0.329040, No Obj: 0.485708, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1122.535767, class_loss = 1120.857788, iou_loss = 1.677979 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562602, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5921.369141, class_loss = 5921.369141, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511576, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.284607, class_loss = 298.284607, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.376478, GIOU: 0.173504), Class: 0.515859, Obj: 0.336521, No Obj: 0.485380, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1123.276123, class_loss = 1121.292480, iou_loss = 1.983643 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566356, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6031.905762, class_loss = 6031.905762, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511262, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 299.134705, class_loss = 299.134705, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.421433, GIOU: 0.329088), Class: 0.615092, Obj: 0.495947, No Obj: 0.485945, .5R: 0.500000, .75R: 0.000000, count: 2, loss = 1146.177490, class_loss = 1142.742676, iou_loss = 3.434814 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564967, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5993.495605, class_loss = 5993.495605, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511257, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.633057, class_loss = 297.633057, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.484996, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1092.859009, class_loss = 1092.859009, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.487879, GIOU: 0.430565), Class: 0.923955, Obj: 0.358314, No Obj: 0.566398, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 6029.743164, class_loss = 6028.535645, iou_loss = 1.207520 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.170669, GIOU: 0.143928), Class: 0.459584, Obj: 0.407366, No Obj: 0.511527, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 326.562042, class_loss = 321.365845, iou_loss = 5.196198 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485563, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1097.253784, class_loss = 1097.253784, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565563, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6003.840332, class_loss = 6003.840332, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510707, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.004944, class_loss = 296.004944, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.316631, GIOU: 0.062924), Class: 0.613886, Obj: 0.725643, No Obj: 0.485889, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1120.667969, class_loss = 1117.596313, iou_loss = 3.071655 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562315, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5916.815430, class_loss = 5916.815430, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511403, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.315887, class_loss = 298.315887, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.365426, GIOU: 0.325622), Class: 0.742683, Obj: 0.408516, No Obj: 0.485476, .5R: 0.500000, .75R: 0.000000, count: 2, loss = 1147.693481, class_loss = 1142.579468, iou_loss = 5.114014 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565633, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6008.743164, class_loss = 6008.743164, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511281, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.757782, class_loss = 298.757782, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.199318, GIOU: -0.120997), Class: 0.420582, Obj: 0.483483, No Obj: 0.485966, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1154.960083, class_loss = 1146.176758, iou_loss = 8.783325 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.558859, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5829.188477, class_loss = 5829.188477, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510193, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 295.591003, class_loss = 295.591003, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485713, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1097.176880, class_loss = 1097.176880, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.122420, GIOU: -0.302423), Class: 0.411680, Obj: 0.675118, No Obj: 0.566677, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 6048.291992, class_loss = 6037.199219, iou_loss = 11.092773 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511680, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.844421, class_loss = 298.844421, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.177374, GIOU: -0.227806), Class: 0.455878, Obj: 0.769130, No Obj: 0.484930, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1118.749634, class_loss = 1112.361084, iou_loss = 6.388550 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566432, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6027.832031, class_loss = 6027.832031, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510512, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.803955, class_loss = 296.803955, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.164305, GIOU: 0.047830), Class: 0.620022, Obj: 0.387982, No Obj: 0.485397, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1157.111328, class_loss = 1147.286621, iou_loss = 9.824707 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566426, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6022.700195, class_loss = 6022.700195, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510587, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.816956, class_loss = 296.816956, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.361339, GIOU: 0.270055), Class: 0.245068, Obj: 0.644884, No Obj: 0.486471, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1125.306030, class_loss = 1123.176636, iou_loss = 2.129395 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.133713, GIOU: 0.124672), Class: 0.919008, Obj: 0.592926, No Obj: 0.561522, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5893.742676, class_loss = 5888.368164, iou_loss = 5.374512 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511373, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.656342, class_loss = 297.656342, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.484713, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1089.098389, class_loss = 1089.098389, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.324880, GIOU: 0.084560), Class: 0.102107, Obj: 0.234970, No Obj: 0.562074, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5917.356445, class_loss = 5914.973633, iou_loss = 2.382813 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510831, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.043091, class_loss = 297.043091, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.420238, GIOU: 0.420238), Class: 0.605498, Obj: 0.356983, No Obj: 0.486210, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1147.223022, class_loss = 1142.840698, iou_loss = 4.382324 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565467, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6006.265137, class_loss = 6006.265137, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510034, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.111267, class_loss = 297.111267, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.307915, GIOU: 0.245497), Class: 0.538383, Obj: 0.530464, No Obj: 0.486647, .5R: 0.000000, .75R: 0.000000, count: 5, loss = 1220.692383, class_loss = 1208.269409, iou_loss = 12.422974 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563364, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5933.772461, class_loss = 5933.772461, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511635, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.740875, class_loss = 298.740875, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.377191, GIOU: 0.338780), Class: 0.271839, Obj: 0.577596, No Obj: 0.485971, .5R: 0.500000, .75R: 0.000000, count: 2, loss = 1147.894043, class_loss = 1138.484497, iou_loss = 9.409546 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563436, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5948.799805, class_loss = 5948.799805, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511828, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 301.027740, class_loss = 301.027740, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.325373, GIOU: 0.117546), Class: 0.514929, Obj: 0.478601, No Obj: 0.486418, .5R: 0.000000, .75R: 0.000000, count: 5, loss = 1220.129761, class_loss = 1206.134155, iou_loss = 13.995605 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565429, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6006.188477, class_loss = 6006.188477, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510927, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.907990, class_loss = 297.907990, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.486398, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1096.475464, class_loss = 1096.475464, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.285933, GIOU: 0.285933), Class: 0.343759, Obj: 0.778220, No Obj: 0.563756, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5965.546875, class_loss = 5962.538574, iou_loss = 3.008301 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510554, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.901398, class_loss = 296.901398, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.484786, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1092.094971, class_loss = 1092.094971, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.156008, GIOU: 0.156008), Class: 0.834001, Obj: 0.905230, No Obj: 0.565269, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5999.496094, class_loss = 5993.437988, iou_loss = 6.058105 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.205652, GIOU: -0.222108), Class: 0.409148, Obj: 0.345588, No Obj: 0.510557, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 326.559082, class_loss = 321.250000, iou_loss = 5.309082 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.320068, GIOU: 0.320068), Class: 0.589451, Obj: 0.788861, No Obj: 0.485166, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1116.906982, class_loss = 1114.901001, iou_loss = 2.005981 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566515, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6030.332031, class_loss = 6030.332031, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510519, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.883301, class_loss = 297.883301, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.367567, GIOU: 0.334648), Class: 0.481435, Obj: 0.276398, No Obj: 0.484772, .5R: 0.500000, .75R: 0.000000, count: 2, loss = 1143.786499, class_loss = 1139.010986, iou_loss = 4.775513 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566988, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6040.494629, class_loss = 6040.494629, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510723, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.774567, class_loss = 296.774567, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.277390, GIOU: 0.277390), Class: 0.472322, Obj: 0.840882, No Obj: 0.485891, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1118.830078, class_loss = 1116.802246, iou_loss = 2.027832 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.139361, GIOU: 0.139361), Class: 0.477807, Obj: 0.162009, No Obj: 0.562619, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5929.694336, class_loss = 5924.368164, iou_loss = 5.326172 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.322370, GIOU: 0.066866), Class: 0.264301, Obj: 0.664449, No Obj: 0.510592, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 325.692657, class_loss = 322.618286, iou_loss = 3.074371 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485213, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1092.241943, class_loss = 1092.241943, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565490, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6003.950195, class_loss = 6003.950195, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511399, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.247528, class_loss = 298.247528, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.280788, GIOU: 0.082016), Class: 0.601179, Obj: 0.404619, No Obj: 0.485879, .5R: 0.000000, .75R: 0.000000, count: 3, loss = 1178.982788, class_loss = 1163.485107, iou_loss = 15.497681 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565187, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6004.547363, class_loss = 6004.547363, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510255, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.127167, class_loss = 298.127167, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.273791, GIOU: 0.002411), Class: 0.642501, Obj: 0.233670, No Obj: 0.485555, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1154.892334, class_loss = 1145.269775, iou_loss = 9.622559 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564167, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5968.311035, class_loss = 5968.311035, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.512543, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 299.068207, class_loss = 299.068207, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.128736, GIOU: 0.128736), Class: 0.827204, Obj: 0.450741, No Obj: 0.485653, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1154.453735, class_loss = 1139.697876, iou_loss = 14.755859 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564788, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5981.212891, class_loss = 5981.212891, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510049, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.279938, class_loss = 297.279938, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.153709, GIOU: -0.020701), Class: 0.715535, Obj: 0.624124, No Obj: 0.485155, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1126.576294, class_loss = 1118.634399, iou_loss = 7.941895 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566054, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6021.522949, class_loss = 6021.522949, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.210665, GIOU: 0.210665), Class: 0.156692, Obj: 0.594822, No Obj: 0.510740, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 325.738037, class_loss = 321.272766, iou_loss = 4.465271 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485802, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1097.807495, class_loss = 1097.807495, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563906, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5964.758789, class_loss = 5964.758789, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510799, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.327759, class_loss = 298.327759, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.385096, GIOU: 0.236696), Class: 0.474663, Obj: 0.612937, No Obj: 0.485034, .5R: 0.333333, .75R: 0.000000, count: 6, loss = 1240.568848, class_loss = 1223.168579, iou_loss = 17.400269 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563393, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5943.595703, class_loss = 5943.595703, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510728, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.607300, class_loss = 297.607300, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.485971, GIOU: 0.481229), Class: 0.572977, Obj: 0.509065, No Obj: 0.485386, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1118.431030, class_loss = 1117.108887, iou_loss = 1.322144 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563508, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5950.104004, class_loss = 5950.104004, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510360, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.778442, class_loss = 297.778442, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.304244, GIOU: 0.276857), Class: 0.495411, Obj: 0.448329, No Obj: 0.485374, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1138.744263, class_loss = 1134.485352, iou_loss = 4.258911 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562765, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5932.354980, class_loss = 5932.354980, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511659, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.627258, class_loss = 297.627258, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.245204, GIOU: 0.103982), Class: 0.391127, Obj: 0.825117, No Obj: 0.484426, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1141.188599, class_loss = 1130.345825, iou_loss = 10.842773 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563924, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5966.482910, class_loss = 5966.482910, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.164577, GIOU: -0.292703), Class: 0.560237, Obj: 0.686490, No Obj: 0.511832, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 327.812286, class_loss = 321.145966, iou_loss = 6.666321 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485862, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1094.324585, class_loss = 1094.324585, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563811, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5959.209473, class_loss = 5959.209473, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511089, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.977264, class_loss = 297.977264, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.336379, GIOU: 0.106641), Class: 0.568497, Obj: 0.537732, No Obj: 0.485676, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1122.635742, class_loss = 1120.417480, iou_loss = 2.218262 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.561232, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5884.768066, class_loss = 5884.768066, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511234, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.382843, class_loss = 298.382843, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.229608, GIOU: -0.034076), Class: 0.867771, Obj: 0.518296, No Obj: 0.485656, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1122.754272, class_loss = 1118.011353, iou_loss = 4.742920 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564244, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5969.512207, class_loss = 5969.512207, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510521, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.954010, class_loss = 296.954010, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.213547, GIOU: 0.019503), Class: 0.611677, Obj: 0.391023, No Obj: 0.485498, .5R: 0.000000, .75R: 0.000000, count: 3, loss = 1177.579590, class_loss = 1165.275513, iou_loss = 12.304077 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564398, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5975.953613, class_loss = 5975.953613, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510500, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 295.948364, class_loss = 295.948364, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.143268, GIOU: -0.363702), Class: 0.736332, Obj: 0.273074, No Obj: 0.485371, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1128.674072, class_loss = 1120.089844, iou_loss = 8.584229 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.174645, GIOU: -0.275638), Class: 0.698487, Obj: 0.631225, No Obj: 0.563143, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5950.451172, class_loss = 5943.487305, iou_loss = 6.963867 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511411, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.006104, class_loss = 298.006104, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485104, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1090.575439, class_loss = 1090.575439, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.234013, GIOU: 0.131598), Class: 0.415387, Obj: 0.755906, No Obj: 0.566426, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 6028.174316, class_loss = 6022.801758, iou_loss = 5.372559

Tensor Cores are disabled until the first 3000 iterations are reached. 1: 2469.622070, 2469.622070 avg loss, 0.000000 rate, 11.303000 seconds, 64 images Loaded: 0.000000 seconds v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.509179, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.514587, class_loss = 296.514587, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.492952, GIOU: 0.478916), Class: 0.533172, Obj: 0.319068, No Obj: 0.485466, .5R: 0.333333, .75R: 0.000000, count: 3, loss = 1163.153076, class_loss = 1160.398682, iou_loss = 2.754395 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563662, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5951.427246, class_loss = 5951.427246, iou_loss = 0.000000 Cannot load image C:/darknet/data/test/obj\C032100_001.mp4_20200109_120801.401.jpg v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.201282, GIOU: -0.240096), Class: 0.436893, Obj: 0.444287, No Obj: 0.511109, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 324.652710, class_loss = 319.240417, iou_loss = 5.412292 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485613, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1095.489502, class_loss = 1095.489502, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564278, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5976.091309, class_loss = 5976.091309, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510376, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 295.958923, class_loss = 295.958923, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.242150, GIOU: -0.054953), Class: 0.411149, Obj: 0.420178, No Obj: 0.485367, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1121.032715, class_loss = 1116.444214, iou_loss = 4.588501 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564969, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5987.881348, class_loss = 5987.881348, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510279, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.536865, class_loss = 296.536865, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.046795, GIOU: 0.046795), Class: 0.815503, Obj: 0.151438, No Obj: 0.485528, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1137.587036, class_loss = 1120.911621, iou_loss = 16.675415 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565288, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5997.275391, class_loss = 5997.275391, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511870, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.620758, class_loss = 298.620758, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.166527, GIOU: 0.018347), Class: 0.554647, Obj: 0.471041, No Obj: 0.485691, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1151.183105, class_loss = 1141.388306, iou_loss = 9.794800 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564339, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5969.280273, class_loss = 5969.280273, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511688, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.929871, class_loss = 297.929871, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.276435, GIOU: 0.201083), Class: 0.651014, Obj: 0.479131, No Obj: 0.485834, .5R: 0.000000, .75R: 0.000000, count: 7, loss = 1286.070190, class_loss = 1262.321167, iou_loss = 23.749023 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563014, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5930.592285, class_loss = 5930.592285, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.512257, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 299.742065, class_loss = 299.742065, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.314585, GIOU: 0.049292), Class: 0.649529, Obj: 0.318974, No Obj: 0.485676, .5R: 0.000000, .75R: 0.000000, count: 5, loss = 1231.694702, class_loss = 1214.034790, iou_loss = 17.659912 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565162, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5991.648438, class_loss = 5991.648438, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510994, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.289490, class_loss = 297.289490, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.414494, GIOU: 0.371706), Class: 0.546173, Obj: 0.626250, No Obj: 0.485192, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1143.698486, class_loss = 1140.173340, iou_loss = 3.525146 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566378, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6028.364258, class_loss = 6028.364258, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510669, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.041534, class_loss = 298.041534, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.249434, GIOU: 0.233635), Class: 0.512423, Obj: 0.287933, No Obj: 0.485629, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1169.422729, class_loss = 1136.420654, iou_loss = 33.002075 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564411, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5971.976563, class_loss = 5971.976563, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510739, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.922821, class_loss = 297.922821, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.248488, GIOU: -0.083341), Class: 0.611026, Obj: 0.291404, No Obj: 0.485849, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1153.482300, class_loss = 1144.511353, iou_loss = 8.970947 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566083, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6012.325195, class_loss = 6012.325195, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511115, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.331970, class_loss = 297.331970, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.445491, GIOU: 0.366940), Class: 0.440046, Obj: 0.490491, No Obj: 0.486230, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1142.073853, class_loss = 1138.989136, iou_loss = 3.084717 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564591, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5980.843750, class_loss = 5980.843750, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.509399, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 295.453491, class_loss = 295.453491, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.272809, GIOU: 0.061205), Class: 0.651634, Obj: 0.459901, No Obj: 0.485636, .5R: 0.000000, .75R: 0.000000, count: 5, loss = 1229.746216, class_loss = 1208.177124, iou_loss = 21.569092 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565471, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5999.037598, class_loss = 5999.037598, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511469, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.470764, class_loss = 297.470764, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.219760, GIOU: 0.054980), Class: 0.739380, Obj: 0.297205, No Obj: 0.485563, .5R: 0.000000, .75R: 0.000000, count: 4, loss = 1221.858032, class_loss = 1194.113159, iou_loss = 27.744873 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563702, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5948.839844, class_loss = 5948.839844, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.135986, GIOU: -0.381579), Class: 0.280485, Obj: 0.497116, No Obj: 0.511035, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 328.582977, class_loss = 320.186462, iou_loss = 8.396515 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485903, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1095.500244, class_loss = 1095.500244, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563632, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5958.163574, class_loss = 5958.163574, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.263826, GIOU: 0.046840), Class: 0.326346, Obj: 0.740809, No Obj: 0.510221, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 322.495056, class_loss = 319.604614, iou_loss = 2.890442 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.484936, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1093.323608, class_loss = 1093.323608, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565183, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6002.572754, class_loss = 6002.572754, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510710, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.375641, class_loss = 297.375641, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.157463, GIOU: -0.167920), Class: 0.346238, Obj: 0.144899, No Obj: 0.486098, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1129.084229, class_loss = 1121.438110, iou_loss = 7.646118 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.443437, GIOU: 0.332808), Class: 0.686257, Obj: 0.620879, No Obj: 0.564498, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5982.500488, class_loss = 5980.668945, iou_loss = 1.831543 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511324, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.019348, class_loss = 298.019348, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.576185, GIOU: 0.533816), Class: 0.416921, Obj: 0.501869, No Obj: 0.485802, .5R: 1.000000, .75R: 0.000000, count: 2, loss = 1141.679321, class_loss = 1139.789551, iou_loss = 1.889771 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.561693, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5902.345215, class_loss = 5902.345215, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511253, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.803009, class_loss = 297.803009, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.204960, GIOU: -0.000642), Class: 0.443155, Obj: 0.513690, No Obj: 0.485499, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1124.078491, class_loss = 1121.520142, iou_loss = 2.558350 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562527, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5921.569824, class_loss = 5921.569824, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510954, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 299.381256, class_loss = 299.381256, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.286016, GIOU: 0.145564), Class: 0.606088, Obj: 0.539750, No Obj: 0.485737, .5R: 0.000000, .75R: 0.000000, count: 4, loss = 1203.871094, class_loss = 1187.539917, iou_loss = 16.331177 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564379, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5964.922363, class_loss = 5964.922363, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.512033, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.871307, class_loss = 298.871307, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.274991, GIOU: 0.106191), Class: 0.566042, Obj: 0.510814, No Obj: 0.486307, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1146.887695, class_loss = 1142.500854, iou_loss = 4.386841 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563749, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5954.928223, class_loss = 5954.928223, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.114148, GIOU: -0.084015), Class: 0.344595, Obj: 0.414708, No Obj: 0.511085, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 368.089081, class_loss = 344.244873, iou_loss = 23.844208 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485182, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1092.750610, class_loss = 1092.750610, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564264, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5969.382813, class_loss = 5969.382813, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510402, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.598022, class_loss = 296.598022, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.391845, GIOU: 0.304707), Class: 0.445141, Obj: 0.469766, No Obj: 0.486003, .5R: 0.500000, .75R: 0.000000, count: 2, loss = 1149.685547, class_loss = 1143.429321, iou_loss = 6.256226 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563573, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5949.064941, class_loss = 5949.064941, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510692, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.132233, class_loss = 297.132233, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.178719, GIOU: -0.097050), Class: 0.489729, Obj: 0.456951, No Obj: 0.485690, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1126.990479, class_loss = 1119.771118, iou_loss = 7.219360 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564762, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5985.828125, class_loss = 5985.828125, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.512121, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 299.248138, class_loss = 299.248138, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.486094, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1098.341675, class_loss = 1098.341675, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.514509, GIOU: 0.514510), Class: 0.149182, Obj: 0.772887, No Obj: 0.563690, .5R: 1.000000, .75R: 0.000000, count: 1, loss = 5959.476563, class_loss = 5958.219727, iou_loss = 1.256836 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.509930, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.374939, class_loss = 296.374939, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485661, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1097.075806, class_loss = 1097.075806, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566446, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6033.065918, class_loss = 6033.065918, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511076, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.015076, class_loss = 298.015076, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.658077, GIOU: 0.617734), Class: 0.547066, Obj: 0.760007, No Obj: 0.486162, .5R: 1.000000, .75R: 0.000000, count: 1, loss = 1117.042358, class_loss = 1116.510986, iou_loss = 0.531372 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562857, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5924.962402, class_loss = 5924.962402, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.392371, GIOU: 0.372069), Class: 0.213136, Obj: 0.671653, No Obj: 0.510444, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 322.900024, class_loss = 321.309509, iou_loss = 1.590515 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485630, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1094.970825, class_loss = 1094.970825, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564040, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5966.792969, class_loss = 5966.792969, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511473, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.252838, class_loss = 298.252838, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.377344, GIOU: 0.313415), Class: 0.674271, Obj: 0.398373, No Obj: 0.484426, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1114.954712, class_loss = 1112.310913, iou_loss = 2.643799 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566764, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6036.231934, class_loss = 6036.231934, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.512358, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 300.363739, class_loss = 300.363739, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.360634, GIOU: 0.284696), Class: 0.477394, Obj: 0.490059, No Obj: 0.486172, .5R: 0.200000, .75R: 0.000000, count: 5, loss = 1223.579590, class_loss = 1207.946167, iou_loss = 15.633423 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562476, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5920.151367, class_loss = 5920.151367, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511054, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.989380, class_loss = 297.989380, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.530180, GIOU: 0.509562), Class: 0.673488, Obj: 0.412066, No Obj: 0.485443, .5R: 0.666667, .75R: 0.000000, count: 3, loss = 1167.935791, class_loss = 1164.928833, iou_loss = 3.006958 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564753, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5981.947266, class_loss = 5981.947266, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.110081, GIOU: 0.110081), Class: 0.277402, Obj: 0.317168, No Obj: 0.511109, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 328.612152, class_loss = 323.419220, iou_loss = 5.192932 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485668, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1098.526123, class_loss = 1098.526123, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563852, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5959.416504, class_loss = 5959.416504, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.269705, GIOU: 0.003158), Class: 0.665554, Obj: 0.467686, No Obj: 0.510224, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 322.935272, class_loss = 319.193848, iou_loss = 3.741425 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485111, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1092.701660, class_loss = 1092.701660, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564175, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5960.489746, class_loss = 5960.489746, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511503, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.860321, class_loss = 298.860321, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.341507, GIOU: 0.123504), Class: 0.696028, Obj: 0.359218, No Obj: 0.485225, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1119.497559, class_loss = 1117.014893, iou_loss = 2.482666 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566323, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6031.291992, class_loss = 6031.291992, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511006, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.207062, class_loss = 298.207062, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.383221, GIOU: 0.197129), Class: 0.410090, Obj: 0.662075, No Obj: 0.486118, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1122.538574, class_loss = 1119.189453, iou_loss = 3.349121 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562317, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5920.621094, class_loss = 5920.621094, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510605, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.904449, class_loss = 297.904449, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.328114, GIOU: 0.307431), Class: 0.477870, Obj: 0.586525, No Obj: 0.485296, .5R: 0.000000, .75R: 0.000000, count: 3, loss = 1166.879761, class_loss = 1159.623535, iou_loss = 7.256226 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.053545, GIOU: -0.752876), Class: 0.400190, Obj: 0.343572, No Obj: 0.564743, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 6014.396973, class_loss = 5989.936035, iou_loss = 24.460938 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511259, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.536072, class_loss = 296.536072, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.064793, GIOU: 0.064793), Class: 0.748698, Obj: 0.611508, No Obj: 0.486649, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1131.003906, class_loss = 1122.277832, iou_loss = 8.726074 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.558778, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5832.375000, class_loss = 5832.375000, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511473, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 300.077332, class_loss = 300.077332, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.294427, GIOU: 0.294430), Class: 0.813262, Obj: 0.156539, No Obj: 0.485352, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1117.157349, class_loss = 1115.107788, iou_loss = 2.049561 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564886, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5980.624023, class_loss = 5980.624023, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510526, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.348450, class_loss = 298.348450, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.351517, GIOU: 0.170004), Class: 0.486869, Obj: 0.600079, No Obj: 0.485618, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1120.108765, class_loss = 1117.925049, iou_loss = 2.183716 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565290, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5996.822754, class_loss = 5996.822754, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.096709, GIOU: -0.564592), Class: 0.386189, Obj: 0.479534, No Obj: 0.511001, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 333.158173, class_loss = 320.245789, iou_loss = 12.912384 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485585, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1096.321899, class_loss = 1096.321899, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565500, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5995.649414, class_loss = 5995.649414, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511350, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.340424, class_loss = 298.340424, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.352901, GIOU: 0.270388), Class: 0.499216, Obj: 0.757885, No Obj: 0.484862, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1136.899048, class_loss = 1132.888550, iou_loss = 4.010498 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565085, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5989.866211, class_loss = 5989.866211, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511038, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.330048, class_loss = 297.330048, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.221438, GIOU: 0.077736), Class: 0.539219, Obj: 0.676429, No Obj: 0.485283, .5R: 0.000000, .75R: 0.000000, count: 3, loss = 1168.143921, class_loss = 1156.383667, iou_loss = 11.760254 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565495, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6006.304199, class_loss = 6006.304199, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.153243, GIOU: -0.381678), Class: 0.437164, Obj: 0.611362, No Obj: 0.511332, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 326.789764, class_loss = 319.023895, iou_loss = 7.765869 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485831, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1098.575317, class_loss = 1098.575317, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565800, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6002.108398, class_loss = 6002.108398, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510751, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.850006, class_loss = 297.850006, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485541, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1095.463135, class_loss = 1095.463135, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.468952, GIOU: 0.341820), Class: 0.417538, Obj: 0.958252, No Obj: 0.563107, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5940.106934, class_loss = 5938.599609, iou_loss = 1.507324 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510542, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.972931, class_loss = 296.972931, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.295914, GIOU: 0.111080), Class: 0.429523, Obj: 0.671840, No Obj: 0.485199, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1151.207153, class_loss = 1141.035522, iou_loss = 10.171631 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563067, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5941.170410, class_loss = 5941.170410, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.512077, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 299.173096, class_loss = 299.173096, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.207659, GIOU: -0.160119), Class: 0.504919, Obj: 0.634562, No Obj: 0.485604, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1151.354370, class_loss = 1139.958740, iou_loss = 11.395630 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562209, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5915.847168, class_loss = 5915.847168, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.512592, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 299.612183, class_loss = 299.612183, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.150538, GIOU: 0.150538), Class: 0.551714, Obj: 0.677522, No Obj: 0.485161, .5R: 0.000000, .75R: 0.000000, count: 5, loss = 1220.463135, class_loss = 1193.595215, iou_loss = 26.867920 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566419, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6028.140137, class_loss = 6028.140137, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511118, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.141785, class_loss = 297.141785, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.428247, GIOU: 0.364869), Class: 0.557179, Obj: 0.451586, No Obj: 0.486601, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1125.358521, class_loss = 1124.345459, iou_loss = 1.013062 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562285, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5921.500488, class_loss = 5921.500488, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510731, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.489227, class_loss = 296.489227, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.197032, GIOU: 0.138401), Class: 0.522842, Obj: 0.556659, No Obj: 0.485115, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1121.725098, class_loss = 1117.453735, iou_loss = 4.271362 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565217, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5990.656250, class_loss = 5990.656250, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.315526, GIOU: 0.113080), Class: 0.230724, Obj: 0.341857, No Obj: 0.511585, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 324.012695, class_loss = 321.061523, iou_loss = 2.951172 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485322, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1091.770020, class_loss = 1091.770020, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564199, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5971.513184, class_loss = 5971.513184, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511850, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.435822, class_loss = 298.435822, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.455811, GIOU: 0.455812), Class: 0.639101, Obj: 0.363108, No Obj: 0.485380, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1121.404907, class_loss = 1120.282104, iou_loss = 1.122803 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.242026, GIOU: 0.242025), Class: 0.403396, Obj: 0.695745, No Obj: 0.564813, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5989.349121, class_loss = 5986.918945, iou_loss = 2.430176 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510915, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.972717, class_loss = 297.972717, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.203664, GIOU: 0.203664), Class: 0.302876, Obj: 0.577011, No Obj: 0.486780, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1149.750000, class_loss = 1139.846191, iou_loss = 9.903809 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.563627, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5955.915039, class_loss = 5955.915039, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511021, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.332947, class_loss = 297.332947, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.290296, GIOU: 0.100609), Class: 0.337894, Obj: 0.603292, No Obj: 0.485413, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1118.787720, class_loss = 1115.623535, iou_loss = 3.164185 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564998, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5986.758301, class_loss = 5986.758301, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510435, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.458282, class_loss = 297.458282, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.525337, GIOU: 0.497509), Class: 0.285785, Obj: 0.712050, No Obj: 0.485460, .5R: 0.500000, .75R: 0.000000, count: 2, loss = 1140.326660, class_loss = 1138.750244, iou_loss = 1.576416 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565699, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6012.271973, class_loss = 6012.271973, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.260783, GIOU: 0.207611), Class: 0.601390, Obj: 0.586380, No Obj: 0.511140, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 345.750732, class_loss = 340.078857, iou_loss = 5.671875 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.631428, GIOU: 0.626067), Class: 0.276450, Obj: 0.272237, No Obj: 0.485440, .5R: 1.000000, .75R: 0.000000, count: 3, loss = 1160.881836, class_loss = 1158.510010, iou_loss = 2.371826 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565118, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5993.175781, class_loss = 5993.175781, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511277, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.402618, class_loss = 297.402618, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.409687, GIOU: 0.337955), Class: 0.460158, Obj: 0.592273, No Obj: 0.486036, .5R: 0.250000, .75R: 0.000000, count: 4, loss = 1195.692383, class_loss = 1187.927734, iou_loss = 7.764648 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566034, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6021.261230, class_loss = 6021.261230, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511215, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.581421, class_loss = 298.581421, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.178695, GIOU: -0.024201), Class: 0.329768, Obj: 0.398167, No Obj: 0.485358, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1149.601440, class_loss = 1138.506348, iou_loss = 11.095093 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565871, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6018.490723, class_loss = 6018.490723, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511204, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.970947, class_loss = 297.970947, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485620, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1096.051392, class_loss = 1096.051392, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.286777, GIOU: 0.156121), Class: 0.613493, Obj: 0.368712, No Obj: 0.563720, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5957.158691, class_loss = 5954.993164, iou_loss = 2.165527 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511611, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.598572, class_loss = 297.598572, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.349311, GIOU: 0.291213), Class: 0.547989, Obj: 0.702782, No Obj: 0.485338, .5R: 0.000000, .75R: 0.000000, count: 5, loss = 1213.700439, class_loss = 1197.379517, iou_loss = 16.320923 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565300, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5997.208984, class_loss = 5997.208984, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510397, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.776855, class_loss = 296.776855, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485461, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1093.135010, class_loss = 1093.135010, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.210963, GIOU: 0.210963), Class: 0.153689, Obj: 0.597772, No Obj: 0.560218, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5866.448242, class_loss = 5861.134277, iou_loss = 5.313965 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511640, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.651855, class_loss = 297.651855, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485237, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1093.914063, class_loss = 1093.914063, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.243694, GIOU: -0.122448), Class: 0.534043, Obj: 0.511521, No Obj: 0.565421, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 6000.193359, class_loss = 5995.924805, iou_loss = 4.268555 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510794, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.867096, class_loss = 298.867096, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.307504, GIOU: 0.223741), Class: 0.575077, Obj: 0.539414, No Obj: 0.486056, .5R: 0.000000, .75R: 0.000000, count: 3, loss = 1175.834473, class_loss = 1163.597290, iou_loss = 12.237183 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566529, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6022.982910, class_loss = 6022.982910, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510364, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.199249, class_loss = 297.199249, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485674, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1094.383667, class_loss = 1094.383667, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.565959, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6013.662109, class_loss = 6013.662109, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.509545, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 296.807953, class_loss = 296.807953, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.361597, GIOU: 0.251796), Class: 0.279099, Obj: 0.530202, No Obj: 0.484785, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1119.489380, class_loss = 1116.232178, iou_loss = 3.257202 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566229, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6022.077148, class_loss = 6022.077148, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.512464, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 299.266357, class_loss = 299.266357, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.486007, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1097.949829, class_loss = 1097.949829, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.323641, GIOU: 0.169503), Class: 0.404944, Obj: 0.542788, No Obj: 0.563702, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 5957.368164, class_loss = 5951.893066, iou_loss = 5.475098

Tensor Cores are disabled until the first 3000 iterations are reached. 2: 2472.489746, 2469.908936 avg loss, 0.000000 rate, 10.902000 seconds, 128 images Loaded: 0.000000 seconds v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511086, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.123077, class_loss = 298.123077, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.212892, GIOU: -0.083531), Class: 0.557212, Obj: 0.265885, No Obj: 0.485452, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 1123.663330, class_loss = 1118.432007, iou_loss = 5.231323 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.346551, GIOU: 0.232974), Class: 0.469832, Obj: 0.483886, No Obj: 0.565977, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 6017.535645, class_loss = 6014.684570, iou_loss = 2.851074 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510624, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.485596, class_loss = 297.485596, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.683806, GIOU: 0.682698), Class: 0.794798, Obj: 0.411679, No Obj: 0.486117, .5R: 1.000000, .75R: 0.000000, count: 1, loss = 1122.614990, class_loss = 1122.390869, iou_loss = 0.224121 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.562873, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5933.972168, class_loss = 5933.972168, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511370, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.348572, class_loss = 298.348572, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.486136, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1098.218628, class_loss = 1098.218628, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.162309, GIOU: 0.053870), Class: 0.486856, Obj: 0.843243, No Obj: 0.563256, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 5950.637207, class_loss = 5947.020508, iou_loss = 3.616699 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.510392, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.051880, class_loss = 297.051880, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.486431, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1098.303589, class_loss = 1098.303589, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: 0.070877, GIOU: -0.188757), Class: 0.450588, Obj: 0.860093, No Obj: 0.563785, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 5990.097656, class_loss = 5959.558105, iou_loss = 30.539551 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511974, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 298.504578, class_loss = 298.504578, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.167532, GIOU: 0.167532), Class: 0.460157, Obj: 0.430280, No Obj: 0.486028, .5R: 0.000000, .75R: 0.000000, count: 2, loss = 1155.219604, class_loss = 1145.319092, iou_loss = 9.900513 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.564551, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 5971.149902, class_loss = 5971.149902, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: 0.201147, GIOU: -0.188591), Class: 0.670336, Obj: 0.433491, No Obj: 0.510488, .5R: 0.000000, .75R: 0.000000, count: 1, loss = 323.622192, class_loss = 318.554077, iou_loss = 5.068115 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.485785, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 1096.400024, class_loss = 1096.400024, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566063, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6017.641113, class_loss = 6017.641113, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 82 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.511703, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 297.955688, class_loss = 297.955688, iou_loss = 0.000000 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 94 Avg (IOU: 0.413354, GIOU: 0.364782), Class: 0.423899, Obj: 0.698773, No Obj: 0.486153, .5R: 0.250000, .75R: 0.000000, count: 4, loss = 1191.413696, class_loss = 1182.561279, iou_loss = 8.852417 v3 (mse loss, Normalizer: (iou: 0.750000, cls: 1.000000) Region 106 Avg (IOU: -nan(ind), GIOU: -nan(ind)), Class: -nan(ind), Obj: -nan(ind), No Obj: 0.566120, .5R: -nan(ind), .75R: -nan(ind), count: 0, loss = 6021.316895, class_loss = 6021.316895, iou_loss = 0.000000 C:\darknet\build\darknet\x64>

Stop without mentioning any problem. Stop at irregular places

Thank you very much and teach me how to solve

hanifjunos commented 4 years ago

Im also having the same issue... my training suddenly stop after few iteration without showing any error

wtt848 commented 4 years ago

How to solve this problem

tailtq commented 4 years ago

Are there any updates? I've just encountered this problem as well.

dilipdhapse commented 4 years ago

Hi @HongYg I think ur train and test image file paths are not good.

2nd observation is in your model.cfg file subdivision is bigger than bach size.