修改backbone之后，如何验证训练好的模型？

WZMIAOMIAO / deep-learning-for-image-processing

deep learning for image processing including classification and object-detection etc.

GNU General Public License v3.0

22.42k stars 7.91k forks source link

训练好的权重文件

parser.add_argument('--weights-path', default='./save_weights/VGG-model-14.pth', type=str, help='training weights')

报错： Traceback (most recent call last): File "E:/Project/code/faster_rcnn/validation.py", line 213, in main(args) File "E:/Project/code/faster_rcnn/validation.py", line 136, in main model.load_state_dict(torch.load(weights_path, map_location='cpu')['model']) File "E:\Project\Anaconda3\envs\pt_1.11.0\lib\site-packages\torch\nn\modules\module.py", line 1497, in load_state_dict raise RuntimeError('Error(s) in loading state_dict for {}:\n\t{}'.format( RuntimeError: Error(s) in loading state_dict for FasterRCNN: Missing key(s) in state_dict: "backbone.body.conv1.weight", "backbone.body.bn1.weight", "backbone.body.bn1.bias", "backbone.body.bn1.running_mean", "backbone.body.bn1.running_var", "backbone.body.layer1.0.conv1.weight", "backbone.body.layer1.0.bn1.weight", "backbone.body.layer1.0.bn1.bias", "backbone.body.layer1.0.bn1.running_mean", "backbone.body.layer1.0.bn1.running_var", "backbone.body.layer1.0.conv2.weight", "backbone.body.layer1.0.bn2.weight", "backbone.body.layer1.0.bn2.bias", "backbone.body.layer1.0.bn2.running_mean", "backbone.body.layer1.0.bn2.running_var", "backbone.body.layer1.0.conv3.weight", "backbone.body.layer1.0.bn3.weight", "backbone.body.layer1.0.bn3.bias", "backbone.body.layer1.0.bn3.running_mean", "backbone.body.layer1.0.bn3.running_var", "backbone.body.layer1.0.downsample.0.weight", "backbone.body.layer1.0.downsample.1.weight", "backbone.body.layer1.0.downsample.1.bias", "backbone.body.layer1.0.downsample.1.running_mean", "backbone.body.layer1.0.downsample.1.running_var", "backbone.body.layer1.1.conv1.weight", "backbone.body.layer1.1.bn1.weight", "backbone.body.layer1.1.bn1.bias", "backbone.body.layer1.1.bn1.running_mean", "backbone.body.layer1.1.bn1.running_var", "backbone.body.layer1.1.conv2.weight", "backbone.body.layer1.1.bn2.weight", "backbone.body.layer1.1.bn2.bias", "backbone.body.layer1.1.bn2.running_mean", "backbone.body.layer1.1.bn2.running_var", "backbone.body.layer1.1.conv3.weight", "backbone.body.layer1.1.bn3.weight", "backbone.body.layer1.1.bn3.bias", "backbone.body.layer1.1.bn3.running_mean", "backbone.body.layer1.1.bn3.running_var", "backbone.body.layer1.2.conv1.weight", "backbone.body.layer1.2.bn1.weight", "backbone.body.layer1.2.bn1.bias", "backbone.body.layer1.2.bn1.running_mean", "backbone.body.layer1.2.bn1.running_var", "backbone.body.layer1.2.conv2.weight", "backbone.body.layer1.2.bn2.weight", "backbone.body.layer1.2.bn2.bias", "backbone.body.layer1.2.bn2.running_mean", "backbone.body.layer1.2.bn2.running_var", "backbone.body.layer1.2.conv3.weight", "backbone.body.layer1.2.bn3.weight", "backbone.body.layer1.2.bn3.bias", "backbone.body.layer1.2.bn3.running_mean", "backbone.body.layer1.2.bn3.running_var", "backbone.body.layer2.0.conv1.weight", "backbone.body.layer2.0.bn1.weight", "backbone.body.layer2.0.bn1.bias", "backbone.body.layer2.0.bn1.running_mean", "backbone.body.layer2.0.bn1.running_var", "backbone.body.layer2.0.conv2.weight", "backbone.body.layer2.0.bn2.weight", "backbone.body.layer2.0.bn2.bias", "backbone.body.layer2.0.bn2.running_mean", "backbone.body.layer2.0.bn2.running_var", "backbone.body.layer2.0.conv3.weight", "backbone.body.layer2.0.bn3.weight", "backbone.body.layer2.0.bn3.bias", "backbone.body.layer2.0.bn3.running_mean", "backbone.body.layer2.0.bn3.running_var", "backbone.body.layer2.0.downsample.0.weight", "backbone.body.layer2.0.downsample.1.weight", "backbone.body.layer2.0.downsample.1.bias", "backbone.body.layer2.0.downsample.1.running_mean", "backbone.body.layer2.0.downsample.1.running_var", "backbone.body.layer2.1.conv1.weight", "backbone.body.layer2.1.bn1.weight", "backbone.body.layer2.1.bn1.bias", "backbone.body.layer2.1.bn1.running_mean", "backbone.body.layer2.1.bn1.running_var", "backbone.body.layer2.1.conv2.weight", "backbone.body.layer2.1.bn2.weight", "backbone.body.layer2.1.bn2.bias", "backbone.body.layer2.1.bn2.running_mean", "backbone.body.layer2.1.bn2.running_var", "backbone.body.layer2.1.conv3.weight", "backbone.body.layer2.1.bn3.weight", "backbone.body.layer2.1.bn3.bias", "backbone.body.layer2.1.bn3.running_mean", "backbone.body.layer2.1.bn3.running_var", "backbone.body.layer2.2.conv1.weight", "backbone.body.layer2.2.bn1.weight", "backbone.body.layer2.2.bn1.bias", "backbone.body.layer2.2.bn1.running_mean", "backbone.body.layer2.2.bn1.running_var", "backbone.body.layer2.2.conv2.weight", "backbone.body.layer2.2.bn2.weight", "backbone.body.layer2.2.bn2.bias", "backbone.body.layer2.2.bn2.running_mean", "backbone.body.layer2.2.bn2.running_var", "backbone.body.layer2.2.conv3.weight", "backbone.body.layer2.2.bn3.weight", "backbone.body.layer2.2.bn3.bias", "backbone.body.layer2.2.bn3.running_mean", "backbone.body.layer2.2.bn3.running_var", "backbone.body.layer2.3.conv1.weight", "backbone.body.layer2.3.bn1.weight", "backbone.body.layer2.3.bn1.bias", "backbone.body.layer2.3.bn1.running_mean", "backbone.body.layer2.3.bn1.running_var", "backbone.body.layer2.3.conv2.weight", "backbone.body.layer2.3.bn2.weight", "backbone.body.layer2.3.bn2.bias", "backbone.body.layer2.3.bn2.running_mean", "backbone.body.layer2.3.bn2.running_var", "backbone.body.layer2.3.conv3.weight", "backbone.body.layer2.3.bn3.weight", "backbone.body.layer2.3.bn3.bias", "backbone.body.layer2.3.bn3.running_mean", "backbone.body.layer2.3.bn3.running_var", "backbone.body.layer3.0.conv1.weight", "backbone.body.layer3.0.bn1.weight", "backbone.body.layer3.0.bn1.bias", "backbone.body.layer3.0.bn1.running_mean", "backbone.body.layer3.0.bn1.running_var", "backbone.body.layer3.0.conv2.weight", "backbone.body.layer3.0.bn2.weight", "backbone.body.layer3.0.bn2.bias", "backbone.body.layer3.0.bn2.running_mean", "backbone.body.layer3.0.bn2.running_var", "backbone.body.layer3.0.conv3.weight", "backbone.body.layer3.0.bn3.weight", "backbone.body.layer3.0.bn3.bias", "backbone.body.layer3.0.bn3.running_mean", "backbone.body.layer3.0.bn3.running_var", "backbone.body.layer3.0.downsample.0.weight", "backbone.body.layer3.0.downsample.1.weight", "backbone.body.layer3.0.downsample.1.bias", "backbone.body.layer3.0.downsample.1.running_mean", "backbone.body.layer3.0.downsample.1.running_var", "backbone.body.layer3.1.conv1.weight", "backbone.body.layer3.1.bn1.weight", "backbone.body.layer3.1.bn1.bias", "backbone.body.layer3.1.bn1.running_mean", "backbone.body.layer3.1.bn1.running_var", "backbone.body.layer3.1.conv2.weight", "backbone.body.layer3.1.bn2.weight", "backbone.body.layer3.1.bn2.bias", "backbone.body.layer3.1.bn2.running_mean", "backbone.body.layer3.1.bn2.running_var", "backbone.body.layer3.1.conv3.weight", "backbone.body.layer3.1.bn3.weight", "backbone.body.layer3.1.bn3.bias", "backbone.body.layer3.1.bn3.running_mean", "backbone.body.layer3.1.bn3.running_var", "backbone.body.layer3.2.conv1.weight", "backbone.body.layer3.2.bn1.weight", "backbone.body.layer3.2.bn1.bias", "backbone.body.layer3.2.bn1.running_mean", "backbone.body.layer3.2.bn1.running_var", "backbone.body.layer3.2.conv2.weight", "backbone.body.layer3.2.bn2.weight", "backbone.body.layer3.2.bn2.bias", "backbone.body.layer3.2.bn2.running_mean", "backbone.body.layer3.2.bn2.running_var", "backbone.body.layer3.2.conv3.weight", "backbone.body.layer3.2.bn3.weight", "backbone.body.layer3.2.bn3.bias", "backbone.body.layer3.2.bn3.running_mean", "backbone.body.layer3.2.bn3.running_var", "backbone.body.layer3.3.conv1.weight", "backbone.body.layer3.3.bn1.weight", "backbone.body.layer3.3.bn1.bias", "backbone.body.layer3.3.bn1.running_mean", "backbone.body.layer3.3.bn1.running_var", "backbone.body.layer3.3.conv2.weight", "backbone.body.layer3.3.bn2.weight", "backbone.body.layer3.3.bn2.bias", "backbone.body.layer3.3.bn2.running_mean", "backbone.body.layer3.3.bn2.running_var", "backbone.body.layer3.3.conv3.weight", "backbone.body.layer3.3.bn3.weight", "backbone.body.layer3.3.bn3.bias", "backbone.body.layer3.3.bn3.running_mean", "backbone.body.layer3.3.bn3.running_var", "backbone.body.layer3.4.conv1.weight", "backbone.body.layer3.4.bn1.weight", "backbone.body.layer3.4.bn1.bias", "backbone.body.layer3.4.bn1.running_mean", "backbone.body.layer3.4.bn1.running_var", "backbone.body.layer3.4.conv2.weight", "backbone.body.layer3.4.bn2.weight", "backbone.body.layer3.4.bn2.bias", "backbone.body.layer3.4.bn2.running_mean", "backbone.body.layer3.4.bn2.running_var", "backbone.body.layer3.4.conv3.weight", "backbone.body.layer3.4.bn3.weight", "backbone.body.layer3.4.bn3.bias", "backbone.body.layer3.4.bn3.running_mean", "backbone.body.layer3.4.bn3.running_var", "backbone.body.layer3.5.conv1.weight", "backbone.body.layer3.5.bn1.weight", "backbone.body.layer3.5.bn1.bias", "backbone.body.layer3.5.bn1.running_mean", "backbone.body.layer3.5.bn1.running_var", "backbone.body.layer3.5.conv2.weight", "backbone.body.layer3.5.bn2.weight", "backbone.body.layer3.5.bn2.bias", "backbone.body.layer3.5.bn2.running_mean", "backbone.body.layer3.5.bn2.running_var", "backbone.body.layer3.5.conv3.weight", "backbone.body.layer3.5.bn3.weight", "backbone.body.layer3.5.bn3.bias", "backbone.body.layer3.5.bn3.running_mean", "backbone.body.layer3.5.bn3.running_var", "backbone.body.layer4.0.conv1.weight", "backbone.body.layer4.0.bn1.weight", "backbone.body.layer4.0.bn1.bias", "backbone.body.layer4.0.bn1.running_mean", "backbone.body.layer4.0.bn1.running_var", "backbone.body.layer4.0.conv2.weight", "backbone.body.layer4.0.bn2.weight", "backbone.body.layer4.0.bn2.bias", "backbone.body.layer4.0.bn2.running_mean", "backbone.body.layer4.0.bn2.running_var", "backbone.body.layer4.0.conv3.weight", "backbone.body.layer4.0.bn3.weight", "backbone.body.layer4.0.bn3.bias", "backbone.body.layer4.0.bn3.running_mean", "backbone.body.layer4.0.bn3.running_var", "backbone.body.layer4.0.downsample.0.weight", "backbone.body.layer4.0.downsample.1.weight", "backbone.body.layer4.0.downsample.1.bias", "backbone.body.layer4.0.downsample.1.running_mean", "backbone.body.layer4.0.downsample.1.running_var", "backbone.body.layer4.1.conv1.weight", "backbone.body.layer4.1.bn1.weight", "backbone.body.layer4.1.bn1.bias", "backbone.body.layer4.1.bn1.running_mean", "backbone.body.layer4.1.bn1.running_var", "backbone.body.layer4.1.conv2.weight", "backbone.body.layer4.1.bn2.weight", "backbone.body.layer4.1.bn2.bias", "backbone.body.layer4.1.bn2.running_mean", "backbone.body.layer4.1.bn2.running_var", "backbone.body.layer4.1.conv3.weight", "backbone.body.layer4.1.bn3.weight", "backbone.body.layer4.1.bn3.bias", "backbone.body.layer4.1.bn3.running_mean", "backbone.body.layer4.1.bn3.running_var", "backbone.body.layer4.2.conv1.weight", "backbone.body.layer4.2.bn1.weight", "backbone.body.layer4.2.bn1.bias", "backbone.body.layer4.2.bn1.running_mean", "backbone.body.layer4.2.bn1.running_var", "backbone.body.layer4.2.conv2.weight", "backbone.body.layer4.2.bn2.weight", "backbone.body.layer4.2.bn2.bias", "backbone.body.layer4.2.bn2.running_mean", "backbone.body.layer4.2.bn2.running_var", "backbone.body.layer4.2.conv3.weight", "backbone.body.layer4.2.bn3.weight", "backbone.body.layer4.2.bn3.bias", "backbone.body.layer4.2.bn3.running_mean", "backbone.body.layer4.2.bn3.running_var", "backbone.fpn.inner_blocks.0.weight", "backbone.fpn.inner_blocks.0.bias", "backbone.fpn.inner_blocks.1.weight", "backbone.fpn.inner_blocks.1.bias", "backbone.fpn.inner_blocks.2.weight", "backbone.fpn.inner_blocks.2.bias", "backbone.fpn.inner_blocks.3.weight", "backbone.fpn.inner_blocks.3.bias", "backbone.fpn.layer_blocks.0.weight", "backbone.fpn.layer_blocks.0.bias", "backbone.fpn.layer_blocks.1.weight", "backbone.fpn.layer_blocks.1.bias", "backbone.fpn.layer_blocks.2.weight", "backbone.fpn.layer_blocks.2.bias", "backbone.fpn.layer_blocks.3.weight", "backbone.fpn.layer_blocks.3.bias". Unexpected key(s) in state_dict: "backbone.features.0.weight", "backbone.features.0.bias", "backbone.features.1.weight", "backbone.features.1.bias", "backbone.features.1.running_mean", "backbone.features.1.running_var", "backbone.features.1.num_batches_tracked", "backbone.features.3.weight", "backbone.features.3.bias", "backbone.features.4.weight", "backbone.features.4.bias", "backbone.features.4.running_mean", "backbone.features.4.running_var", "backbone.features.4.num_batches_tracked", "backbone.features.7.weight", "backbone.features.7.bias", "backbone.features.8.weight", "backbone.features.8.bias", "backbone.features.8.running_mean", "backbone.features.8.running_var", "backbone.features.8.num_batches_tracked", "backbone.features.10.weight", "backbone.features.10.bias", "backbone.features.11.weight", "backbone.features.11.bias", "backbone.features.11.running_mean", "backbone.features.11.running_var", "backbone.features.11.num_batches_tracked", "backbone.features.14.weight", "backbone.features.14.bias", "backbone.features.15.weight", "backbone.features.15.bias", "backbone.features.15.running_mean", "backbone.features.15.running_var", "backbone.features.15.num_batches_tracked", "backbone.features.17.weight", "backbone.features.17.bias", "backbone.features.18.weight", "backbone.features.18.bias", "backbone.features.18.running_mean", "backbone.features.18.running_var", "backbone.features.18.num_batches_tracked", "backbone.features.20.weight", "backbone.features.20.bias", "backbone.features.21.weight", "backbone.features.21.bias", "backbone.features.21.running_mean", "backbone.features.21.running_var", "backbone.features.21.num_batches_tracked", "backbone.features.24.weight", "backbone.features.24.bias", "backbone.features.25.weight", "backbone.features.25.bias", "backbone.features.25.running_mean", "backbone.features.25.running_var", "backbone.features.25.num_batches_tracked", "backbone.features.27.weight", "backbone.features.27.bias", "backbone.features.28.weight", "backbone.features.28.bias", "backbone.features.28.running_mean", "backbone.features.28.running_var", "backbone.features.28.num_batches_tracked", "backbone.features.30.weight", "backbone.features.30.bias", "backbone.features.31.weight", "backbone.features.31.bias", "backbone.features.31.running_mean", "backbone.features.31.running_var", "backbone.features.31.num_batches_tracked", "backbone.features.34.weight", "backbone.features.34.bias", "backbone.features.35.weight", "backbone.features.35.bias", "backbone.features.35.running_mean", "backbone.features.35.running_var", "backbone.features.35.num_batches_tracked", "backbone.features.37.weight", "backbone.features.37.bias", "backbone.features.38.weight", "backbone.features.38.bias", "backbone.features.38.running_mean", "backbone.features.38.running_var", "backbone.features.38.num_batches_tracked", "backbone.features.40.weight", "backbone.features.40.bias", "backbone.features.41.weight", "backbone.features.41.bias", "backbone.features.41.running_mean", "backbone.features.41.running_var", "backbone.features.41.num_batches_tracked". size mismatch for rpn.head.conv.weight: copying a param with shape torch.Size([512, 512, 3, 3]) from checkpoint, the shape in current model is torch.Size([256, 256, 3, 3]). size mismatch for rpn.head.conv.bias: copying a param with shape torch.Size([512]) from checkpoint, the shape in current model is torch.Size([256]). size mismatch for rpn.head.cls_logits.weight: copying a param with shape torch.Size([15, 512, 1, 1]) from checkpoint, the shape in current model is torch.Size([3, 256, 1, 1]). size mismatch for rpn.head.cls_logits.bias: copying a param with shape torch.Size([15]) from checkpoint, the shape in current model is torch.Size([3]). size mismatch for rpn.head.bbox_pred.weight: copying a param with shape torch.Size([60, 512, 1, 1]) from checkpoint, the shape in current model is torch.Size([12, 256, 1, 1]). size mismatch for rpn.head.bbox_pred.bias: copying a param with shape torch.Size([60]) from checkpoint, the shape in current model is torch.Size([12]). size mismatch for roi_heads.box_head.fc6.weight: copying a param with shape torch.Size([1024, 25088]) from checkpoint, the shape in current model is torch.Size([1024, 12544]).

请问在change_backbone_without_fpn中训练好的vgg16模型，validation.py要做哪些修改才能正常验证？我就改了一下训练好的权重路径：

训练好的权重文件
parser.add_argument('--weights-path', default='./save_weights/VGG-model-14.pth', type=str, help='training weights')
报错： Traceback (most recent call last): File "E:/Project/code/faster_rcnn/validation.py", line 213, in main(args) File "E:/Project/code/faster_rcnn/validation.py", line 136, in main model.load_state_dict(torch.load(weights_path, map_location='cpu')['model']) File "E:\Project\Anaconda3\envs\pt_1.11.0\lib\site-packages\torch\nn\modules\module.py", line 1497, in load_state_dict raise RuntimeError('Error(s) in loading state_dict for {}:\n\t{}'.format( RuntimeError: Error(s) in loading state_dict for FasterRCNN: Missing key(s) in state_dict: "backbone.body.conv1.weight", "backbone.body.bn1.weight", "backbone.body.bn1.bias", "backbone.body.bn1.running_mean", "backbone.body.bn1.running_var", "backbone.body.layer1.0.conv1.weight", "backbone.body.layer1.0.bn1.weight", "backbone.body.layer1.0.bn1.bias", "backbone.body.layer1.0.bn1.running_mean", "backbone.body.layer1.0.bn1.running_var", "backbone.body.layer1.0.conv2.weight", "backbone.body.layer1.0.bn2.weight", "backbone.body.layer1.0.bn2.bias", "backbone.body.layer1.0.bn2.running_mean", "backbone.body.layer1.0.bn2.running_var", "backbone.body.layer1.0.conv3.weight", "backbone.body.layer1.0.bn3.weight", "backbone.body.layer1.0.bn3.bias", "backbone.body.layer1.0.bn3.running_mean", "backbone.body.layer1.0.bn3.running_var", "backbone.body.layer1.0.downsample.0.weight", "backbone.body.layer1.0.downsample.1.weight", "backbone.body.layer1.0.downsample.1.bias", "backbone.body.layer1.0.downsample.1.running_mean", "backbone.body.layer1.0.downsample.1.running_var", "backbone.body.layer1.1.conv1.weight", "backbone.body.layer1.1.bn1.weight", "backbone.body.layer1.1.bn1.bias", "backbone.body.layer1.1.bn1.running_mean", "backbone.body.layer1.1.bn1.running_var", "backbone.body.layer1.1.conv2.weight", "backbone.body.layer1.1.bn2.weight", "backbone.body.layer1.1.bn2.bias", "backbone.body.layer1.1.bn2.running_mean", "backbone.body.layer1.1.bn2.running_var", "backbone.body.layer1.1.conv3.weight", "backbone.body.layer1.1.bn3.weight", "backbone.body.layer1.1.bn3.bias", "backbone.body.layer1.1.bn3.running_mean", "backbone.body.layer1.1.bn3.running_var", "backbone.body.layer1.2.conv1.weight", "backbone.body.layer1.2.bn1.weight", "backbone.body.layer1.2.bn1.bias", "backbone.body.layer1.2.bn1.running_mean", "backbone.body.layer1.2.bn1.running_var", "backbone.body.layer1.2.conv2.weight", "backbone.body.layer1.2.bn2.weight", "backbone.body.layer1.2.bn2.bias", "backbone.body.layer1.2.bn2.running_mean", "backbone.body.layer1.2.bn2.running_var", "backbone.body.layer1.2.conv3.weight", "backbone.body.layer1.2.bn3.weight", "backbone.body.layer1.2.bn3.bias", "backbone.body.layer1.2.bn3.running_mean", "backbone.body.layer1.2.bn3.running_var", "backbone.body.layer2.0.conv1.weight", "backbone.body.layer2.0.bn1.weight", "backbone.body.layer2.0.bn1.bias", "backbone.body.layer2.0.bn1.running_mean", "backbone.body.layer2.0.bn1.running_var", "backbone.body.layer2.0.conv2.weight", "backbone.body.layer2.0.bn2.weight", "backbone.body.layer2.0.bn2.bias", "backbone.body.layer2.0.bn2.running_mean", "backbone.body.layer2.0.bn2.running_var", "backbone.body.layer2.0.conv3.weight", "backbone.body.layer2.0.bn3.weight", "backbone.body.layer2.0.bn3.bias", "backbone.body.layer2.0.bn3.running_mean", "backbone.body.layer2.0.bn3.running_var", "backbone.body.layer2.0.downsample.0.weight", "backbone.body.layer2.0.downsample.1.weight", "backbone.body.layer2.0.downsample.1.bias", "backbone.body.layer2.0.downsample.1.running_mean", "backbone.body.layer2.0.downsample.1.running_var", "backbone.body.layer2.1.conv1.weight", "backbone.body.layer2.1.bn1.weight", "backbone.body.layer2.1.bn1.bias", "backbone.body.layer2.1.bn1.running_mean", "backbone.body.layer2.1.bn1.running_var", "backbone.body.layer2.1.conv2.weight", "backbone.body.layer2.1.bn2.weight", "backbone.body.layer2.1.bn2.bias", "backbone.body.layer2.1.bn2.running_mean", "backbone.body.layer2.1.bn2.running_var", "backbone.body.layer2.1.conv3.weight", "backbone.body.layer2.1.bn3.weight", "backbone.body.layer2.1.bn3.bias", "backbone.body.layer2.1.bn3.running_mean", "backbone.body.layer2.1.bn3.running_var", "backbone.body.layer2.2.conv1.weight", "backbone.body.layer2.2.bn1.weight", "backbone.body.layer2.2.bn1.bias", "backbone.body.layer2.2.bn1.running_mean", "backbone.body.layer2.2.bn1.running_var", "backbone.body.layer2.2.conv2.weight", "backbone.body.layer2.2.bn2.weight", "backbone.body.layer2.2.bn2.bias", "backbone.body.layer2.2.bn2.running_mean", "backbone.body.layer2.2.bn2.running_var", "backbone.body.layer2.2.conv3.weight", "backbone.body.layer2.2.bn3.weight", "backbone.body.layer2.2.bn3.bias", "backbone.body.layer2.2.bn3.running_mean", "backbone.body.layer2.2.bn3.running_var", "backbone.body.layer2.3.conv1.weight", "backbone.body.layer2.3.bn1.weight", "backbone.body.layer2.3.bn1.bias", "backbone.body.layer2.3.bn1.running_mean", "backbone.body.layer2.3.bn1.running_var", "backbone.body.layer2.3.conv2.weight", "backbone.body.layer2.3.bn2.weight", "backbone.body.layer2.3.bn2.bias", "backbone.body.layer2.3.bn2.running_mean", "backbone.body.layer2.3.bn2.running_var", "backbone.body.layer2.3.conv3.weight", "backbone.body.layer2.3.bn3.weight", "backbone.body.layer2.3.bn3.bias", "backbone.body.layer2.3.bn3.running_mean", "backbone.body.layer2.3.bn3.running_var", "backbone.body.layer3.0.conv1.weight", "backbone.body.layer3.0.bn1.weight", "backbone.body.layer3.0.bn1.bias", "backbone.body.layer3.0.bn1.running_mean", "backbone.body.layer3.0.bn1.running_var", "backbone.body.layer3.0.conv2.weight", "backbone.body.layer3.0.bn2.weight", "backbone.body.layer3.0.bn2.bias", "backbone.body.layer3.0.bn2.running_mean", "backbone.body.layer3.0.bn2.running_var", "backbone.body.layer3.0.conv3.weight", "backbone.body.layer3.0.bn3.weight", "backbone.body.layer3.0.bn3.bias", "backbone.body.layer3.0.bn3.running_mean", "backbone.body.layer3.0.bn3.running_var", "backbone.body.layer3.0.downsample.0.weight", "backbone.body.layer3.0.downsample.1.weight", "backbone.body.layer3.0.downsample.1.bias", "backbone.body.layer3.0.downsample.1.running_mean", "backbone.body.layer3.0.downsample.1.running_var", "backbone.body.layer3.1.conv1.weight", "backbone.body.layer3.1.bn1.weight", "backbone.body.layer3.1.bn1.bias", "backbone.body.layer3.1.bn1.running_mean", "backbone.body.layer3.1.bn1.running_var", "backbone.body.layer3.1.conv2.weight", "backbone.body.layer3.1.bn2.weight", "backbone.body.layer3.1.bn2.bias", "backbone.body.layer3.1.bn2.running_mean", "backbone.body.layer3.1.bn2.running_var", "backbone.body.layer3.1.conv3.weight", "backbone.body.layer3.1.bn3.weight", "backbone.body.layer3.1.bn3.bias", "backbone.body.layer3.1.bn3.running_mean", "backbone.body.layer3.1.bn3.running_var", "backbone.body.layer3.2.conv1.weight", "backbone.body.layer3.2.bn1.weight", "backbone.body.layer3.2.bn1.bias", "backbone.body.layer3.2.bn1.running_mean", "backbone.body.layer3.2.bn1.running_var", "backbone.body.layer3.2.conv2.weight", "backbone.body.layer3.2.bn2.weight", "backbone.body.layer3.2.bn2.bias", "backbone.body.layer3.2.bn2.running_mean", "backbone.body.layer3.2.bn2.running_var", "backbone.body.layer3.2.conv3.weight", "backbone.body.layer3.2.bn3.weight", "backbone.body.layer3.2.bn3.bias", "backbone.body.layer3.2.bn3.running_mean", "backbone.body.layer3.2.bn3.running_var", "backbone.body.layer3.3.conv1.weight", "backbone.body.layer3.3.bn1.weight", "backbone.body.layer3.3.bn1.bias", "backbone.body.layer3.3.bn1.running_mean", "backbone.body.layer3.3.bn1.running_var", "backbone.body.layer3.3.conv2.weight", "backbone.body.layer3.3.bn2.weight", "backbone.body.layer3.3.bn2.bias", "backbone.body.layer3.3.bn2.running_mean", "backbone.body.layer3.3.bn2.running_var", "backbone.body.layer3.3.conv3.weight", "backbone.body.layer3.3.bn3.weight", "backbone.body.layer3.3.bn3.bias", "backbone.body.layer3.3.bn3.running_mean", "backbone.body.layer3.3.bn3.running_var", "backbone.body.layer3.4.conv1.weight", "backbone.body.layer3.4.bn1.weight", "backbone.body.layer3.4.bn1.bias", "backbone.body.layer3.4.bn1.running_mean", "backbone.body.layer3.4.bn1.running_var", "backbone.body.layer3.4.conv2.weight", "backbone.body.layer3.4.bn2.weight", "backbone.body.layer3.4.bn2.bias", "backbone.body.layer3.4.bn2.running_mean", "backbone.body.layer3.4.bn2.running_var", "backbone.body.layer3.4.conv3.weight", "backbone.body.layer3.4.bn3.weight", "backbone.body.layer3.4.bn3.bias", "backbone.body.layer3.4.bn3.running_mean", "backbone.body.layer3.4.bn3.running_var", "backbone.body.layer3.5.conv1.weight", "backbone.body.layer3.5.bn1.weight", "backbone.body.layer3.5.bn1.bias", "backbone.body.layer3.5.bn1.running_mean", "backbone.body.layer3.5.bn1.running_var", "backbone.body.layer3.5.conv2.weight", "backbone.body.layer3.5.bn2.weight", "backbone.body.layer3.5.bn2.bias", "backbone.body.layer3.5.bn2.running_mean", "backbone.body.layer3.5.bn2.running_var", "backbone.body.layer3.5.conv3.weight", "backbone.body.layer3.5.bn3.weight", "backbone.body.layer3.5.bn3.bias", "backbone.body.layer3.5.bn3.running_mean", "backbone.body.layer3.5.bn3.running_var", "backbone.body.layer4.0.conv1.weight", "backbone.body.layer4.0.bn1.weight", "backbone.body.layer4.0.bn1.bias", "backbone.body.layer4.0.bn1.running_mean", "backbone.body.layer4.0.bn1.running_var", "backbone.body.layer4.0.conv2.weight", "backbone.body.layer4.0.bn2.weight", "backbone.body.layer4.0.bn2.bias", "backbone.body.layer4.0.bn2.running_mean", "backbone.body.layer4.0.bn2.running_var", "backbone.body.layer4.0.conv3.weight", "backbone.body.layer4.0.bn3.weight", "backbone.body.layer4.0.bn3.bias", "backbone.body.layer4.0.bn3.running_mean", "backbone.body.layer4.0.bn3.running_var", "backbone.body.layer4.0.downsample.0.weight", "backbone.body.layer4.0.downsample.1.weight", "backbone.body.layer4.0.downsample.1.bias", "backbone.body.layer4.0.downsample.1.running_mean", "backbone.body.layer4.0.downsample.1.running_var", "backbone.body.layer4.1.conv1.weight", "backbone.body.layer4.1.bn1.weight", "backbone.body.layer4.1.bn1.bias", "backbone.body.layer4.1.bn1.running_mean", "backbone.body.layer4.1.bn1.running_var", "backbone.body.layer4.1.conv2.weight", "backbone.body.layer4.1.bn2.weight", "backbone.body.layer4.1.bn2.bias", "backbone.body.layer4.1.bn2.running_mean", "backbone.body.layer4.1.bn2.running_var", "backbone.body.layer4.1.conv3.weight", "backbone.body.layer4.1.bn3.weight", "backbone.body.layer4.1.bn3.bias", "backbone.body.layer4.1.bn3.running_mean", "backbone.body.layer4.1.bn3.running_var", "backbone.body.layer4.2.conv1.weight", "backbone.body.layer4.2.bn1.weight", "backbone.body.layer4.2.bn1.bias", "backbone.body.layer4.2.bn1.running_mean", "backbone.body.layer4.2.bn1.running_var", "backbone.body.layer4.2.conv2.weight", "backbone.body.layer4.2.bn2.weight", "backbone.body.layer4.2.bn2.bias", "backbone.body.layer4.2.bn2.running_mean", "backbone.body.layer4.2.bn2.running_var", "backbone.body.layer4.2.conv3.weight", "backbone.body.layer4.2.bn3.weight", "backbone.body.layer4.2.bn3.bias", "backbone.body.layer4.2.bn3.running_mean", "backbone.body.layer4.2.bn3.running_var", "backbone.fpn.inner_blocks.0.weight", "backbone.fpn.inner_blocks.0.bias", "backbone.fpn.inner_blocks.1.weight", "backbone.fpn.inner_blocks.1.bias", "backbone.fpn.inner_blocks.2.weight", "backbone.fpn.inner_blocks.2.bias", "backbone.fpn.inner_blocks.3.weight", "backbone.fpn.inner_blocks.3.bias", "backbone.fpn.layer_blocks.0.weight", "backbone.fpn.layer_blocks.0.bias", "backbone.fpn.layer_blocks.1.weight", "backbone.fpn.layer_blocks.1.bias", "backbone.fpn.layer_blocks.2.weight", "backbone.fpn.layer_blocks.2.bias", "backbone.fpn.layer_blocks.3.weight", "backbone.fpn.layer_blocks.3.bias". Unexpected key(s) in state_dict: "backbone.features.0.weight", "backbone.features.0.bias", "backbone.features.1.weight", "backbone.features.1.bias", "backbone.features.1.running_mean", "backbone.features.1.running_var", "backbone.features.1.num_batches_tracked", "backbone.features.3.weight", "backbone.features.3.bias", "backbone.features.4.weight", "backbone.features.4.bias", "backbone.features.4.running_mean", "backbone.features.4.running_var", "backbone.features.4.num_batches_tracked", "backbone.features.7.weight", "backbone.features.7.bias", "backbone.features.8.weight", "backbone.features.8.bias", "backbone.features.8.running_mean", "backbone.features.8.running_var", "backbone.features.8.num_batches_tracked", "backbone.features.10.weight", "backbone.features.10.bias", "backbone.features.11.weight", "backbone.features.11.bias", "backbone.features.11.running_mean", "backbone.features.11.running_var", "backbone.features.11.num_batches_tracked", "backbone.features.14.weight", "backbone.features.14.bias", "backbone.features.15.weight", "backbone.features.15.bias", "backbone.features.15.running_mean", "backbone.features.15.running_var", "backbone.features.15.num_batches_tracked", "backbone.features.17.weight", "backbone.features.17.bias", "backbone.features.18.weight", "backbone.features.18.bias", "backbone.features.18.running_mean", "backbone.features.18.running_var", "backbone.features.18.num_batches_tracked", "backbone.features.20.weight", "backbone.features.20.bias", "backbone.features.21.weight", "backbone.features.21.bias", "backbone.features.21.running_mean", "backbone.features.21.running_var", "backbone.features.21.num_batches_tracked", "backbone.features.24.weight", "backbone.features.24.bias", "backbone.features.25.weight", "backbone.features.25.bias", "backbone.features.25.running_mean", "backbone.features.25.running_var", "backbone.features.25.num_batches_tracked", "backbone.features.27.weight", "backbone.features.27.bias", "backbone.features.28.weight", "backbone.features.28.bias", "backbone.features.28.running_mean", "backbone.features.28.running_var", "backbone.features.28.num_batches_tracked", "backbone.features.30.weight", "backbone.features.30.bias", "backbone.features.31.weight", "backbone.features.31.bias", "backbone.features.31.running_mean", "backbone.features.31.running_var", "backbone.features.31.num_batches_tracked", "backbone.features.34.weight", "backbone.features.34.bias", "backbone.features.35.weight", "backbone.features.35.bias", "backbone.features.35.running_mean", "backbone.features.35.running_var", "backbone.features.35.num_batches_tracked", "backbone.features.37.weight", "backbone.features.37.bias", "backbone.features.38.weight", "backbone.features.38.bias", "backbone.features.38.running_mean", "backbone.features.38.running_var", "backbone.features.38.num_batches_tracked", "backbone.features.40.weight", "backbone.features.40.bias", "backbone.features.41.weight", "backbone.features.41.bias", "backbone.features.41.running_mean", "backbone.features.41.running_var", "backbone.features.41.num_batches_tracked". size mismatch for rpn.head.conv.weight: copying a param with shape torch.Size([512, 512, 3, 3]) from checkpoint, the shape in current model is torch.Size([256, 256, 3, 3]). size mismatch for rpn.head.conv.bias: copying a param with shape torch.Size([512]) from checkpoint, the shape in current model is torch.Size([256]). size mismatch for rpn.head.cls_logits.weight: copying a param with shape torch.Size([15, 512, 1, 1]) from checkpoint, the shape in current model is torch.Size([3, 256, 1, 1]). size mismatch for rpn.head.cls_logits.bias: copying a param with shape torch.Size([15]) from checkpoint, the shape in current model is torch.Size([3]). size mismatch for rpn.head.bbox_pred.weight: copying a param with shape torch.Size([60, 512, 1, 1]) from checkpoint, the shape in current model is torch.Size([12, 256, 1, 1]). size mismatch for rpn.head.bbox_pred.bias: copying a param with shape torch.Size([60]) from checkpoint, the shape in current model is torch.Size([12]). size mismatch for roi_heads.box_head.fc6.weight: copying a param with shape torch.Size([1024, 25088]) from checkpoint, the shape in current model is torch.Size([1024, 12544]).

我也遇到了相同的问题，请问你解决了吗？create_model应该怎么改，我用的是不带fpn的resnet50

WZMIAOMIAO / deep-learning-for-image-processing

修改backbone之后，如何验证训练好的模型？ #585

训练好的权重文件

训练好的权重文件