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Convolutional Neural Networks
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Tiny yolo - Region always nan #1605

Open LorenzoPinto04 opened 5 years ago

LorenzoPinto04 commented 5 years ago

What do you think about this training output? Region 16 is always nan, i don't think is normal.

Region 23 Avg IOU: 0.666832, Class: 0.653146, Obj: 0.910936, No Obj: 0.000839, .5R: 1.000000, .75R: 0.000000, count: 2 13737: 0.998111, 0.903278 avg, 0.001000 rate, 4.120002 seconds, 13737 images Loaded: 0.000073 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.639112, Class: 0.744758, Obj: 0.902147, No Obj: 0.001049, .5R: 1.000000, .75R: 0.000000, count: 3 13738: 0.784552, 0.891405 avg, 0.001000 rate, 4.505440 seconds, 13738 images Loaded: 0.000084 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.650297, Class: 0.804900, Obj: 0.746134, No Obj: 0.001086, .5R: 0.666667, .75R: 0.000000, count: 3 13739: 1.966807, 0.998945 avg, 0.001000 rate, 4.383639 seconds, 13739 images Loaded: 0.000067 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.783692, Class: 0.528443, Obj: 0.516976, No Obj: 0.000498, .5R: 1.000000, .75R: 0.500000, count: 2 13740: 1.075566, 1.006607 avg, 0.001000 rate, 3.841055 seconds, 13740 images Resizing 608 Loaded: 0.042531 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.580488, Class: 0.996633, Obj: 0.419953, No Obj: 0.000551, .5R: 0.500000, .75R: 0.500000, count: 2 13741: 2.287220, 1.134669 avg, 0.001000 rate, 7.141901 seconds, 13741 images Loaded: 0.000045 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.612378, Class: 0.961659, Obj: 0.738567, No Obj: 0.000523, .5R: 1.000000, .75R: 0.000000, count: 2 13742: 0.796850, 1.100887 avg, 0.001000 rate, 8.181075 seconds, 13742 images Loaded: 0.000064 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.782251, Class: 0.297152, Obj: 0.894988, No Obj: 0.000459, .5R: 1.000000, .75R: 0.500000, count: 2 13743: 0.822251, 1.073023 avg, 0.001000 rate, 7.489841 seconds, 13743 images Loaded: 0.000055 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.706910, Class: 0.898431, Obj: 0.416048, No Obj: 0.000543, .5R: 1.000000, .75R: 0.500000, count: 2 13744: 1.108630, 1.076584 avg, 0.001000 rate, 6.434747 seconds, 13744 images Loaded: 0.000053 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.565975, Class: 0.250831, Obj: 0.031867, No Obj: 0.000166, .5R: 1.000000, .75R: 0.000000, count: 1 13745: 1.519155, 1.120841 avg, 0.001000 rate, 6.239956 seconds, 13745 images Loaded: 0.000053 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.776555, Class: 0.164091, Obj: 0.079536, No Obj: 0.000478, .5R: 1.000000, .75R: 1.000000, count: 1 13746: 1.525368, 1.161294 avg, 0.001000 rate, 6.708888 seconds, 13746 images Loaded: 0.000084 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.832134, Class: 0.695072, Obj: 0.701000, No Obj: 0.000582, .5R: 1.000000, .75R: 1.000000, count: 2 13747: 0.398784, 1.085043 avg, 0.001000 rate, 6.855782 seconds, 13747 images Loaded: 0.000053 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.743693, Class: 0.329719, Obj: 0.921736, No Obj: 0.000758, .5R: 1.000000, .75R: 0.666667, count: 3 13748: 1.343647, 1.110903 avg, 0.001000 rate, 8.221433 seconds, 13748 images Loaded: 0.000161 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.655379, Class: 0.863343, Obj: 0.740339, No Obj: 0.000472, .5R: 1.000000, .75R: 0.000000, count: 2 13749: 1.081798, 1.107993 avg, 0.001000 rate, 7.537036 seconds, 13749 images Loaded: 0.000081 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.720897, Class: 0.617206, Obj: 0.427659, No Obj: 0.000513, .5R: 1.000000, .75R: 0.500000, count: 2 13750: 1.131096, 1.110303 avg, 0.001000 rate, 7.429620 seconds, 13750 images Resizing 320 Loaded: 0.000035 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.683285, Class: 0.760350, Obj: 0.896407, No Obj: 0.002335, .5R: 1.000000, .75R: 0.333333, count: 3 13751: 1.065209, 1.105793 avg, 0.001000 rate, 1.876760 seconds, 13751 images Loaded: 0.000056 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.642244, Class: 0.643639, Obj: 0.314161, No Obj: 0.001211, .5R: 1.000000, .75R: 0.000000, count: 2 13752: 1.302690, 1.125483 avg, 0.001000 rate, 1.785859 seconds, 13752 images Loaded: 0.000060 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.720021, Class: 0.230360, Obj: 0.858673, No Obj: 0.001664, .5R: 1.000000, .75R: 0.000000, count: 2 13753: 1.039302, 1.116865 avg, 0.001000 rate, 1.891476 seconds, 13753 images Loaded: 0.000065 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.401171, Class: 0.446970, Obj: 0.466566, No Obj: 0.001308, .5R: 0.333333, .75R: 0.000000, count: 3 13754: 3.667019, 1.371880 avg, 0.001000 rate, 2.029227 seconds, 13754 images Loaded: 0.000223 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.594802, Class: 0.608462, Obj: 0.177730, No Obj: 0.000898, .5R: 1.000000, .75R: 0.000000, count: 1 13755: 1.165311, 1.351223 avg, 0.001000 rate, 2.120728 seconds, 13755 images Loaded: 0.000080 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.644807, Class: 0.794511, Obj: 0.731584, No Obj: 0.001532, .5R: 1.000000, .75R: 0.000000, count: 2 13756: 0.779430, 1.294044 avg, 0.001000 rate, 1.933554 seconds, 13756 images Loaded: 0.000070 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.741427, Class: 0.982669, Obj: 0.938777, No Obj: 0.002601, .5R: 1.000000, .75R: 0.333333, count: 3 13757: 0.461683, 1.210808 avg, 0.001000 rate, 1.916079 seconds, 13757 images Loaded: 0.000064 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.654386, Class: 0.501717, Obj: 0.583826, No Obj: 0.001306, .5R: 1.000000, .75R: 0.000000, count: 2 13758: 1.320219, 1.221749 avg, 0.001000 rate, 2.299970 seconds, 13758 images Loaded: 0.000070 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.548062, Class: 0.172230, Obj: 0.324545, No Obj: 0.001966, .5R: 0.666667, .75R: 0.000000, count: 3 13759: 2.922830, 1.391857 avg, 0.001000 rate, 1.915353 seconds, 13759 images Loaded: 0.000074 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.610010, Class: 0.486824, Obj: 0.460349, No Obj: 0.001962, .5R: 1.000000, .75R: 0.000000, count: 2 13760: 1.645158, 1.417187 avg, 0.001000 rate, 1.959728 seconds, 13760 images Resizing 576 Loaded: 0.033839 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.651248, Class: 0.831178, Obj: 0.987178, No Obj: 0.000587, .5R: 1.000000, .75R: 0.500000, count: 2 13761: 0.607630, 1.336231 avg, 0.001000 rate, 6.988650 seconds, 13761 images Loaded: 0.000046 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.648372, Class: 0.572788, Obj: 0.528277, No Obj: 0.000707, .5R: 0.500000, .75R: 0.500000, count: 2 13762: 2.040659, 1.406674 avg, 0.001000 rate, 5.846696 seconds, 13762 images Loaded: 0.000050 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.690902, Class: 0.926370, Obj: 0.802182, No Obj: 0.000987, .5R: 1.000000, .75R: 0.000000, count: 3 13763: 0.684974, 1.334504 avg, 0.001000 rate, 5.951570 seconds, 13763 images Loaded: 0.000072 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.653057, Class: 0.587157, Obj: 0.963241, No Obj: 0.001051, .5R: 1.000000, .75R: 0.333333, count: 3 13764: 1.343427, 1.335397 avg, 0.001000 rate, 6.190372 seconds, 13764 images Loaded: 0.000072 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.761534, Class: 0.592156, Obj: 0.654378, No Obj: 0.000901, .5R: 1.000000, .75R: 0.500000, count: 2 13765: 1.223675, 1.324224 avg, 0.001000 rate, 6.199501 seconds, 13765 images Loaded: 0.000050 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.667667, Class: 0.930826, Obj: 0.945708, No Obj: 0.000883, .5R: 1.000000, .75R: 0.333333, count: 3 13766: 1.039305, 1.295732 avg, 0.001000 rate, 6.484014 seconds, 13766 images Loaded: 0.000050 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.624929, Class: 0.781492, Obj: 0.819983, No Obj: 0.000961, .5R: 0.666667, .75R: 0.000000, count: 3 13767: 1.697585, 1.335918 avg, 0.001000 rate, 8.498963 seconds, 13767 images Loaded: 0.000075 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.853879, Class: 0.756784, Obj: 0.849055, No Obj: 0.001138, .5R: 1.000000, .75R: 1.000000, count: 3 13768: 0.525349, 1.254861 avg, 0.001000 rate, 7.053864 seconds, 13768 images Loaded: 0.000049 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.660021, Class: 0.724860, Obj: 0.654587, No Obj: 0.000696, .5R: 1.000000, .75R: 0.333333, count: 3 13769: 1.637582, 1.293133 avg, 0.001000 rate, 6.111613 seconds, 13769 images Loaded: 0.000059 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.595702, Class: 0.847915, Obj: 0.967173, No Obj: 0.000843, .5R: 0.666667, .75R: 0.000000, count: 3 13770: 1.460479, 1.309867 avg, 0.001000 rate, 6.006472 seconds, 13770 images Resizing 448 Loaded: 0.020830 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.637126, Class: 0.981333, Obj: 0.898328, No Obj: 0.000880, .5R: 1.000000, .75R: 0.000000, count: 2 13771: 0.438456, 1.222726 avg, 0.001000 rate, 3.625960 seconds, 13771 images Loaded: 0.000101 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.737935, Class: 0.984011, Obj: 0.923235, No Obj: 0.001101, .5R: 1.000000, .75R: 0.500000, count: 2 13772: 0.416370, 1.142091 avg, 0.001000 rate, 3.513436 seconds, 13772 images Loaded: 0.000056 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.685682, Class: 0.656474, Obj: 0.837915, No Obj: 0.000926, .5R: 1.000000, .75R: 0.000000, count: 2 13773: 0.556394, 1.083521 avg, 0.001000 rate, 3.480910 seconds, 13773 images Loaded: 0.000053 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.713384, Class: 0.972337, Obj: 0.915617, No Obj: 0.001303, .5R: 1.000000, .75R: 0.333333, count: 3 13774: 0.660499, 1.041219 avg, 0.001000 rate, 3.453144 seconds, 13774 images Loaded: 0.000063 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.748713, Class: 0.823813, Obj: 0.850872, No Obj: 0.001103, .5R: 1.000000, .75R: 0.500000, count: 2 13775: 0.512287, 0.988326 avg, 0.001000 rate, 3.522668 seconds, 13775 images Loaded: 0.000052 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.564716, Class: 0.949997, Obj: 0.700138, No Obj: 0.000628, .5R: 1.000000, .75R: 0.000000, count: 1 13776: 0.536272, 0.943120 avg, 0.001000 rate, 3.644246 seconds, 13776 images Loaded: 0.000051 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.771479, Class: 0.877104, Obj: 0.759569, No Obj: 0.001069, .5R: 1.000000, .75R: 1.000000, count: 2 13777: 0.414060, 0.890214 avg, 0.001000 rate, 3.613065 seconds, 13777 images Loaded: 0.000069 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.804390, Class: 0.634987, Obj: 0.928859, No Obj: 0.001071, .5R: 1.000000, .75R: 1.000000, count: 2 13778: 0.414003, 0.842593 avg, 0.001000 rate, 3.781419 seconds, 13778 images Loaded: 0.000056 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.831581, Class: 0.454062, Obj: 0.796848, No Obj: 0.000735, .5R: 1.000000, .75R: 1.000000, count: 1 13779: 0.322679, 0.790602 avg, 0.001000 rate, 3.390884 seconds, 13779 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.518120, Class: 0.821526, Obj: 0.903735, No Obj: 0.001364, .5R: 0.500000, .75R: 0.000000, count: 2 13780: 1.058762, 0.817418 avg, 0.001000 rate, 3.487370 seconds, 13780 images Resizing 544 Loaded: 0.061959 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.699038, Class: 0.954877, Obj: 0.830352, No Obj: 0.000963, .5R: 1.000000, .75R: 0.000000, count: 2 13781: 0.503610, 0.786037 avg, 0.001000 rate, 5.192802 seconds, 13781 images Loaded: 0.000051 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.599325, Class: 0.701162, Obj: 0.639287, No Obj: 0.001169, .5R: 0.666667, .75R: 0.000000, count: 3 13782: 1.817210, 0.889154 avg, 0.001000 rate, 4.794230 seconds, 13782 images Loaded: 0.000051 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.869291, Class: 0.592811, Obj: 0.222921, No Obj: 0.000910, .5R: 1.000000, .75R: 1.000000, count: 2 13783: 1.502560, 0.950495 avg, 0.001000 rate, 5.070118 seconds, 13783 images Loaded: 0.000050 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.776642, Class: 0.706567, Obj: 0.968819, No Obj: 0.001087, .5R: 1.000000, .75R: 0.666667, count: 3 13784: 0.772774, 0.932723 avg, 0.001000 rate, 5.274259 seconds, 13784 images Loaded: 0.000052 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.771855, Class: 0.928680, Obj: 0.603863, No Obj: 0.000742, .5R: 1.000000, .75R: 0.500000, count: 2 13785: 0.575562, 0.897007 avg, 0.001000 rate, 6.033712 seconds, 13785 images Loaded: 0.000049 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.701733, Class: 0.997964, Obj: 0.769368, No Obj: 0.000630, .5R: 1.000000, .75R: 0.000000, count: 2 13786: 0.378898, 0.845196 avg, 0.001000 rate, 5.104383 seconds, 13786 images Loaded: 0.000059 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.707774, Class: 0.305978, Obj: 0.944022, No Obj: 0.000970, .5R: 1.000000, .75R: 0.666667, count: 3 13787: 1.874347, 0.948111 avg, 0.001000 rate, 4.596891 seconds, 13787 images Loaded: 0.000053 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.733802, Class: 0.915879, Obj: 0.687978, No Obj: 0.000974, .5R: 1.000000, .75R: 0.666667, count: 3 13788: 1.107481, 0.964048 avg, 0.001000 rate, 4.782758 seconds, 13788 images Loaded: 0.000053 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.738555, Class: 0.557055, Obj: 0.714384, No Obj: 0.000889, .5R: 1.000000, .75R: 0.500000, count: 2 13789: 0.960623, 0.963706 avg, 0.001000 rate, 4.484674 seconds, 13789 images Loaded: 0.000052 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.812557, Class: 0.634105, Obj: 0.576310, No Obj: 0.000939, .5R: 1.000000, .75R: 0.666667, count: 3 13790: 1.157514, 0.983086 avg, 0.001000 rate, 4.612960 seconds, 13790 images Resizing 352 Loaded: 0.025956 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.507143, Class: 0.181858, Obj: 0.650463, No Obj: 0.002028, .5R: 0.666667, .75R: 0.000000, count: 3 13791: 2.902492, 1.175027 avg, 0.001000 rate, 1.933111 seconds, 13791 images Loaded: 0.000058 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.708931, Class: 0.888908, Obj: 0.931765, No Obj: 0.002083, .5R: 1.000000, .75R: 0.333333, count: 3 13792: 0.585026, 1.116027 avg, 0.001000 rate, 2.105445 seconds, 13792 images Loaded: 0.000063 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.726654, Class: 0.821893, Obj: 0.915678, No Obj: 0.001389, .5R: 1.000000, .75R: 0.500000, count: 2 13793: 0.316509, 1.036075 avg, 0.001000 rate, 1.836541 seconds, 13793 images Loaded: 0.000054 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.899989, Class: 0.890899, Obj: 0.911296, No Obj: 0.001455, .5R: 1.000000, .75R: 1.000000, count: 2 13794: 0.086888, 0.941156 avg, 0.001000 rate, 1.825073 seconds, 13794 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.776907, Class: 0.811526, Obj: 0.916556, No Obj: 0.002152, .5R: 1.000000, .75R: 0.666667, count: 3 13795: 0.636717, 0.910712 avg, 0.001000 rate, 1.853780 seconds, 13795 images Loaded: 0.000059 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.558426, Class: 0.418351, Obj: 0.567411, No Obj: 0.001755, .5R: 0.666667, .75R: 0.000000, count: 3 13796: 2.138766, 1.033518 avg, 0.001000 rate, 1.836742 seconds, 13796 images Loaded: 0.000065 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.760339, Class: 0.569232, Obj: 0.801566, No Obj: 0.001962, .5R: 1.000000, .75R: 0.666667, count: 3 13797: 0.970122, 1.027178 avg, 0.001000 rate, 2.006980 seconds, 13797 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.804378, Class: 0.910201, Obj: 0.981403, No Obj: 0.002225, .5R: 1.000000, .75R: 0.666667, count: 3 13798: 0.306091, 0.955070 avg, 0.001000 rate, 1.895433 seconds, 13798 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.630407, Class: 0.439745, Obj: 0.575667, No Obj: 0.002140, .5R: 1.000000, .75R: 0.000000, count: 2 13799: 1.707620, 1.030325 avg, 0.001000 rate, 1.797504 seconds, 13799 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.759181, Class: 0.386060, Obj: 0.865711, No Obj: 0.002001, .5R: 1.000000, .75R: 0.500000, count: 2 13800: 0.808394, 1.008132 avg, 0.001000 rate, 1.921415 seconds, 13800 images Saving weights to aaprogetti/3_blackjack3/backup//yolov3-tiny-obj.backup Resizing 480 Loaded: 0.021311 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.691683, Class: 0.838153, Obj: 0.923014, No Obj: 0.001367, .5R: 1.000000, .75R: 0.000000, count: 3 13801: 0.790728, 0.986391 avg, 0.001000 rate, 4.220129 seconds, 13801 images Loaded: 0.000054 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.629736, Class: 0.869391, Obj: 0.549368, No Obj: 0.000814, .5R: 1.000000, .75R: 0.500000, count: 2 13802: 1.390614, 1.026813 avg, 0.001000 rate, 3.292361 seconds, 13802 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.742208, Class: 0.490850, Obj: 0.835441, No Obj: 0.000985, .5R: 0.666667, .75R: 0.666667, count: 3 13803: 1.255987, 1.049731 avg, 0.001000 rate, 3.341943 seconds, 13803 images Loaded: 0.000065 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.606997, Class: 0.825295, Obj: 0.675743, No Obj: 0.001355, .5R: 0.666667, .75R: 0.333333, count: 3 13804: 2.048417, 1.149599 avg, 0.001000 rate, 3.290055 seconds, 13804 images Loaded: 0.000060 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.665817, Class: 0.969989, Obj: 0.124081, No Obj: 0.000652, .5R: 1.000000, .75R: 0.500000, count: 2 13805: 1.986723, 1.233312 avg, 0.001000 rate, 3.291002 seconds, 13805 images Loaded: 0.000057 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.815358, Class: 0.667023, Obj: 0.979125, No Obj: 0.001398, .5R: 1.000000, .75R: 0.666667, count: 3 13806: 0.706509, 1.180631 avg, 0.001000 rate, 3.536437 seconds, 13806 images Loaded: 0.000060 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.681020, Class: 0.937190, Obj: 0.577769, No Obj: 0.001453, .5R: 1.000000, .75R: 0.333333, count: 3 13807: 1.228370, 1.185405 avg, 0.001000 rate, 3.391821 seconds, 13807 images Loaded: 0.000058 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.499997, Class: 0.992277, Obj: 0.976535, No Obj: 0.000378, .5R: 0.000000, .75R: 0.000000, count: 1 13808: 0.691056, 1.135970 avg, 0.001000 rate, 3.756741 seconds, 13808 images Loaded: 0.000080 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.828552, Class: 0.718337, Obj: 0.768114, No Obj: 0.001086, .5R: 1.000000, .75R: 1.000000, count: 3 13809: 0.659084, 1.088282 avg, 0.001000 rate, 3.255634 seconds, 13809 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.743574, Class: 0.635328, Obj: 0.993475, No Obj: 0.000748, .5R: 1.000000, .75R: 0.500000, count: 2 13810: 0.587820, 1.038236 avg, 0.001000 rate, 3.780088 seconds, 13810 images Resizing 480 Loaded: 0.034028 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.670573, Class: 0.891968, Obj: 0.731543, No Obj: 0.001482, .5R: 0.666667, .75R: 0.666667, count: 3 13811: 1.227377, 1.057150 avg, 0.001000 rate, 3.381401 seconds, 13811 images Loaded: 0.000060 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.788697, Class: 0.425956, Obj: 0.939613, No Obj: 0.000993, .5R: 1.000000, .75R: 0.500000, count: 2 13812: 0.604899, 1.011925 avg, 0.001000 rate, 3.324081 seconds, 13812 images Loaded: 0.000063 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.634614, Class: 0.681812, Obj: 0.877307, No Obj: 0.001189, .5R: 0.666667, .75R: 0.333333, count: 3 13813: 1.553793, 1.066111 avg, 0.001000 rate, 3.645028 seconds, 13813 images Loaded: 0.000154 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.663884, Class: 0.754914, Obj: 0.897895, No Obj: 0.001633, .5R: 1.000000, .75R: 0.000000, count: 3 13814: 1.223593, 1.081859 avg, 0.001000 rate, 3.684787 seconds, 13814 images Loaded: 0.000067 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.683852, Class: 0.517272, Obj: 0.995191, No Obj: 0.000381, .5R: 1.000000, .75R: 0.000000, count: 1 13815: 0.365332, 1.010207 avg, 0.001000 rate, 3.614251 seconds, 13815 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.729951, Class: 0.632107, Obj: 0.724710, No Obj: 0.000936, .5R: 1.000000, .75R: 0.333333, count: 3 13816: 1.022664, 1.011452 avg, 0.001000 rate, 3.319178 seconds, 13816 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.770468, Class: 0.837908, Obj: 0.845399, No Obj: 0.001493, .5R: 1.000000, .75R: 0.666667, count: 3 13817: 0.645636, 0.974871 avg, 0.001000 rate, 3.445082 seconds, 13817 images Loaded: 0.000059 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.742329, Class: 0.810589, Obj: 0.909419, No Obj: 0.001710, .5R: 1.000000, .75R: 0.666667, count: 3 13818: 1.147225, 0.992106 avg, 0.001000 rate, 3.369029 seconds, 13818 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.771835, Class: 0.760732, Obj: 0.899554, No Obj: 0.001171, .5R: 1.000000, .75R: 0.500000, count: 2 13819: 1.015138, 0.994409 avg, 0.001000 rate, 3.302935 seconds, 13819 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.686345, Class: 0.944107, Obj: 0.900218, No Obj: 0.001558, .5R: 1.000000, .75R: 0.000000, count: 3 13820: 0.953993, 0.990368 avg, 0.001000 rate, 3.619160 seconds, 13820 images Resizing 416 Loaded: 0.038954 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.655161, Class: 0.464790, Obj: 0.987742, No Obj: 0.000828, .5R: 1.000000, .75R: 0.000000, count: 1 13821: 0.608339, 0.952165 avg, 0.001000 rate, 2.964789 seconds, 13821 images Loaded: 0.000290 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.813893, Class: 0.625827, Obj: 0.345389, No Obj: 0.000926, .5R: 1.000000, .75R: 1.000000, count: 2 13822: 1.446687, 1.001617 avg, 0.001000 rate, 3.194132 seconds, 13822 images Loaded: 0.000064 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.742929, Class: 0.691048, Obj: 0.366631, No Obj: 0.000789, .5R: 1.000000, .75R: 0.000000, count: 1 13823: 0.367461, 0.938201 avg, 0.001000 rate, 2.947603 seconds, 13823 images Loaded: 0.000051 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.770109, Class: 0.306702, Obj: 0.882746, No Obj: 0.000935, .5R: 1.000000, .75R: 0.500000, count: 2 13824: 0.811806, 0.925562 avg, 0.001000 rate, 2.695688 seconds, 13824 images Loaded: 0.000083 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.759308, Class: 0.998873, Obj: 0.959731, No Obj: 0.001047, .5R: 1.000000, .75R: 0.500000, count: 2 13825: 0.293357, 0.862341 avg, 0.001000 rate, 2.835394 seconds, 13825 images Loaded: 0.000069 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.626661, Class: 0.352411, Obj: 0.255417, No Obj: 0.001529, .5R: 1.000000, .75R: 0.000000, count: 3 13826: 3.238324, 1.099940 avg, 0.001000 rate, 3.266099 seconds, 13826 images Loaded: 0.000063 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.760665, Class: 0.633403, Obj: 0.959257, No Obj: 0.000978, .5R: 1.000000, .75R: 0.500000, count: 2 13827: 0.757879, 1.065734 avg, 0.001000 rate, 2.763930 seconds, 13827 images Loaded: 0.000072 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.618409, Class: 0.762684, Obj: 0.919693, No Obj: 0.002361, .5R: 1.000000, .75R: 0.000000, count: 3 13828: 2.176994, 1.176860 avg, 0.001000 rate, 2.798780 seconds, 13828 images Loaded: 0.000059 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.736230, Class: 0.827334, Obj: 0.945777, No Obj: 0.001017, .5R: 1.000000, .75R: 0.500000, count: 2 13829: 0.353367, 1.094510 avg, 0.001000 rate, 2.676578 seconds, 13829 images Loaded: 0.000098 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.574438, Class: 0.206391, Obj: 0.837576, No Obj: 0.001281, .5R: 0.666667, .75R: 0.000000, count: 3 13830: 1.958739, 1.180933 avg, 0.001000 rate, 2.862983 seconds, 13830 images Resizing 448 Loaded: 0.033212 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.616238, Class: 0.982188, Obj: 0.753267, No Obj: 0.001002, .5R: 1.000000, .75R: 0.000000, count: 2 13831: 0.852841, 1.148124 avg, 0.001000 rate, 2.994123 seconds, 13831 images Loaded: 0.000072 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.629709, Class: 0.989061, Obj: 0.774272, No Obj: 0.001174, .5R: 1.000000, .75R: 0.500000, count: 2 13832: 1.169029, 1.150215 avg, 0.001000 rate, 3.034990 seconds, 13832 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.703324, Class: 0.903855, Obj: 0.731723, No Obj: 0.002133, .5R: 1.000000, .75R: 0.333333, count: 3 13833: 1.269524, 1.162145 avg, 0.001000 rate, 2.858180 seconds, 13833 images Loaded: 0.000063 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.576012, Class: 0.496559, Obj: 0.668172, No Obj: 0.001164, .5R: 1.000000, .75R: 0.000000, count: 3 13834: 1.995076, 1.245439 avg, 0.001000 rate, 2.829089 seconds, 13834 images Loaded: 0.000070 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.759812, Class: 0.418063, Obj: 0.547995, No Obj: 0.000768, .5R: 1.000000, .75R: 0.500000, count: 2 13835: 1.153456, 1.236240 avg, 0.001000 rate, 2.796034 seconds, 13835 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.668740, Class: 0.256691, Obj: 0.956465, No Obj: 0.000996, .5R: 1.000000, .75R: 0.500000, count: 2 13836: 0.923032, 1.204919 avg, 0.001000 rate, 2.815230 seconds, 13836 images Loaded: 0.000058 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.756924, Class: 0.845828, Obj: 0.704672, No Obj: 0.001282, .5R: 1.000000, .75R: 0.333333, count: 3 13837: 0.614123, 1.145840 avg, 0.001000 rate, 2.830929 seconds, 13837 images Loaded: 0.000064 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.843015, Class: 0.975513, Obj: 0.935846, No Obj: 0.000657, .5R: 1.000000, .75R: 1.000000, count: 1 13838: 0.038320, 1.035088 avg, 0.001000 rate, 2.811072 seconds, 13838 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.810231, Class: 0.737818, Obj: 0.953998, No Obj: 0.000888, .5R: 1.000000, .75R: 1.000000, count: 2 13839: 0.367779, 0.968357 avg, 0.001000 rate, 2.901374 seconds, 13839 images Loaded: 0.000059 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.677277, Class: 0.813434, Obj: 0.650137, No Obj: 0.002103, .5R: 1.000000, .75R: 0.000000, count: 3 13840: 1.423863, 1.013908 avg, 0.001000 rate, 3.035061 seconds, 13840 images Resizing 544 Loaded: 0.029781 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.751446, Class: 0.602554, Obj: 0.523484, No Obj: 0.000597, .5R: 1.000000, .75R: 0.500000, count: 2 13841: 1.833086, 1.095825 avg, 0.001000 rate, 4.996496 seconds, 13841 images Loaded: 0.000040 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.662884, Class: 0.799966, Obj: 0.925404, No Obj: 0.000941, .5R: 1.000000, .75R: 0.333333, count: 3 13842: 1.327509, 1.118994 avg, 0.001000 rate, 4.828287 seconds, 13842 images Loaded: 0.000059 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.545723, Class: 0.971114, Obj: 0.709709, No Obj: 0.000753, .5R: 1.000000, .75R: 0.000000, count: 2 13843: 1.489706, 1.156065 avg, 0.001000 rate, 5.159815 seconds, 13843 images Loaded: 0.000082 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.691952, Class: 0.834022, Obj: 0.878237, No Obj: 0.000928, .5R: 1.000000, .75R: 0.333333, count: 3 13844: 1.044482, 1.144907 avg, 0.001000 rate, 5.008757 seconds, 13844 images Loaded: 0.000050 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.718107, Class: 0.984521, Obj: 0.651762, No Obj: 0.000824, .5R: 1.000000, .75R: 0.500000, count: 2 13845: 1.314741, 1.161890 avg, 0.001000 rate, 4.485138 seconds, 13845 images Loaded: 0.000049 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.699504, Class: 0.653194, Obj: 0.519800, No Obj: 0.000750, .5R: 1.000000, .75R: 0.333333, count: 3 13846: 1.977391, 1.243440 avg, 0.001000 rate, 4.544750 seconds, 13846 images Loaded: 0.000068 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.743782, Class: 0.681033, Obj: 0.752364, No Obj: 0.000546, .5R: 1.000000, .75R: 0.500000, count: 2 13847: 0.882913, 1.207388 avg, 0.001000 rate, 5.482807 seconds, 13847 images Loaded: 0.000053 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.737161, Class: 0.527751, Obj: 0.937441, No Obj: 0.001099, .5R: 1.000000, .75R: 0.666667, count: 3 13848: 1.453678, 1.232017 avg, 0.001000 rate, 4.992767 seconds, 13848 images Loaded: 0.000054 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.759393, Class: 0.590998, Obj: 0.781244, No Obj: 0.000686, .5R: 1.000000, .75R: 1.000000, count: 2 13849: 1.029735, 1.211788 avg, 0.001000 rate, 5.787561 seconds, 13849 images Loaded: 0.000051 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.837335, Class: 0.624904, Obj: 0.706073, No Obj: 0.000495, .5R: 1.000000, .75R: 1.000000, count: 2 13850: 0.562792, 1.146889 avg, 0.001000 rate, 4.805751 seconds, 13850 images Resizing 576 Loaded: 0.033068 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.863030, Class: 0.906797, Obj: 0.810874, No Obj: 0.000641, .5R: 1.000000, .75R: 1.000000, count: 2 13851: 0.516701, 1.083870 avg, 0.001000 rate, 4.962825 seconds, 13851 images Loaded: 0.000050 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.704018, Class: 0.778795, Obj: 0.891387, No Obj: 0.000823, .5R: 1.000000, .75R: 0.333333, count: 3 13852: 0.913340, 1.066817 avg, 0.001000 rate, 5.175051 seconds, 13852 images Loaded: 0.000050 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.768634, Class: 0.989971, Obj: 0.873210, No Obj: 0.000237, .5R: 1.000000, .75R: 1.000000, count: 1 13853: 0.139894, 0.974125 avg, 0.001000 rate, 4.903374 seconds, 13853 images Loaded: 0.000054 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.753969, Class: 0.256159, Obj: 0.685215, No Obj: 0.000928, .5R: 1.000000, .75R: 0.666667, count: 3 13854: 1.654195, 1.042132 avg, 0.001000 rate, 4.876964 seconds, 13854 images Loaded: 0.000051 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.812631, Class: 0.744289, Obj: 0.682494, No Obj: 0.000929, .5R: 1.000000, .75R: 1.000000, count: 3 13855: 1.001622, 1.038081 avg, 0.001000 rate, 5.122192 seconds, 13855 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.815300, Class: 0.581385, Obj: 0.598729, No Obj: 0.000612, .5R: 1.000000, .75R: 1.000000, count: 3 13856: 1.538727, 1.088145 avg, 0.001000 rate, 6.139197 seconds, 13856 images Loaded: 0.000079 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.768405, Class: 0.842767, Obj: 0.435768, No Obj: 0.000719, .5R: 1.000000, .75R: 0.333333, count: 3 13857: 1.172002, 1.096531 avg, 0.001000 rate, 5.034449 seconds, 13857 images Loaded: 0.000051 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.762149, Class: 0.540488, Obj: 0.867846, No Obj: 0.000744, .5R: 1.000000, .75R: 0.666667, count: 3 13858: 1.191661, 1.106044 avg, 0.001000 rate, 4.836495 seconds, 13858 images Loaded: 0.000047 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.734688, Class: 0.818659, Obj: 0.758783, No Obj: 0.000724, .5R: 1.000000, .75R: 0.666667, count: 3 13859: 0.645724, 1.060012 avg, 0.001000 rate, 4.884672 seconds, 13859 images Loaded: 0.000049 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.663270, Class: 0.505038, Obj: 0.714296, No Obj: 0.000847, .5R: 1.000000, .75R: 0.000000, count: 3 13860: 1.647340, 1.118745 avg, 0.001000 rate, 6.821742 seconds, 13860 images Resizing 544 Loaded: 0.029045 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.675708, Class: 0.640337, Obj: 0.956220, No Obj: 0.000643, .5R: 1.000000, .75R: 0.000000, count: 2 13861: 0.650872, 1.071958 avg, 0.001000 rate, 4.629398 seconds, 13861 images Loaded: 0.000038 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.541352, Class: 0.994502, Obj: 0.377832, No Obj: 0.000239, .5R: 1.000000, .75R: 0.000000, count: 1 13862: 0.663336, 1.031096 avg, 0.001000 rate, 4.656440 seconds, 13862 images Loaded: 0.000049 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.579502, Class: 0.784281, Obj: 0.498069, No Obj: 0.000986, .5R: 0.333333, .75R: 0.333333, count: 3 13863: 2.091424, 1.137128 avg, 0.001000 rate, 4.551543 seconds, 13863 images Loaded: 0.000048 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.672278, Class: 0.932643, Obj: 0.713675, No Obj: 0.000495, .5R: 1.000000, .75R: 0.000000, count: 2 13864: 0.504763, 1.073892 avg, 0.001000 rate, 4.643971 seconds, 13864 images Loaded: 0.000049 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.606751, Class: 0.676792, Obj: 0.845348, No Obj: 0.000759, .5R: 0.500000, .75R: 0.000000, count: 2 13865: 1.077400, 1.074243 avg, 0.001000 rate, 4.254111 seconds, 13865 images Loaded: 0.000047 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.786106, Class: 0.372535, Obj: 0.832608, No Obj: 0.000611, .5R: 1.000000, .75R: 0.500000, count: 2 13866: 0.938147, 1.060633 avg, 0.001000 rate, 4.708633 seconds, 13866 images Loaded: 0.000089 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.641994, Class: 0.983777, Obj: 0.974060, No Obj: 0.000631, .5R: 1.000000, .75R: 0.000000, count: 2 13867: 0.581805, 1.012750 avg, 0.001000 rate, 5.356093 seconds, 13867 images Loaded: 0.000177 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.717949, Class: 0.645117, Obj: 0.819912, No Obj: 0.000607, .5R: 1.000000, .75R: 0.500000, count: 2 13868: 0.897085, 1.001184 avg, 0.001000 rate, 4.694484 seconds, 13868 images Loaded: 0.000060 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.617756, Class: 0.946391, Obj: 0.982095, No Obj: 0.000859, .5R: 1.000000, .75R: 0.000000, count: 3 13869: 0.981648, 0.999230 avg, 0.001000 rate, 4.842973 seconds, 13869 images Loaded: 0.000047 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.605436, Class: 0.808612, Obj: 0.907254, No Obj: 0.001020, .5R: 1.000000, .75R: 0.000000, count: 3 13870: 1.175371, 1.016844 avg, 0.001000 rate, 4.806904 seconds, 13870 images Resizing 352 Loaded: 0.017611 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.463757, Class: 0.519242, Obj: 0.590374, No Obj: 0.001267, .5R: 0.333333, .75R: 0.000000, count: 3 13871: 3.587432, 1.273903 avg, 0.001000 rate, 2.209093 seconds, 13871 images Loaded: 0.000056 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.649630, Class: 0.227487, Obj: 0.599415, No Obj: 0.001221, .5R: 1.000000, .75R: 0.500000, count: 2 13872: 1.610250, 1.307538 avg, 0.001000 rate, 1.905489 seconds, 13872 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.476322, Class: 0.441587, Obj: 0.035674, No Obj: 0.001021, .5R: 0.500000, .75R: 0.000000, count: 2 13873: 3.138332, 1.490617 avg, 0.001000 rate, 1.809302 seconds, 13873 images Loaded: 0.000048 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.446226, Class: 0.580184, Obj: 0.279468, No Obj: 0.001495, .5R: 0.333333, .75R: 0.000000, count: 3 13874: 3.579834, 1.699539 avg, 0.001000 rate, 1.806601 seconds, 13874 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.508035, Class: 0.959235, Obj: 0.898663, No Obj: 0.002222, .5R: 0.333333, .75R: 0.333333, count: 3 13875: 2.792689, 1.808854 avg, 0.001000 rate, 1.813660 seconds, 13875 images Loaded: 0.000063 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.768429, Class: 0.769554, Obj: 0.723295, No Obj: 0.001930, .5R: 1.000000, .75R: 0.333333, count: 3 13876: 0.716674, 1.699636 avg, 0.001000 rate, 1.793200 seconds, 13876 images Loaded: 0.000073 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.634505, Class: 0.608259, Obj: 0.531450, No Obj: 0.001428, .5R: 1.000000, .75R: 0.000000, count: 2 13877: 1.877252, 1.717397 avg, 0.001000 rate, 1.862222 seconds, 13877 images Loaded: 0.000060 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.455884, Class: 0.365214, Obj: 0.516956, No Obj: 0.001385, .5R: 0.500000, .75R: 0.500000, count: 2 13878: 1.995589, 1.745217 avg, 0.001000 rate, 2.220067 seconds, 13878 images Loaded: 0.000055 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.614025, Class: 0.871774, Obj: 0.945260, No Obj: 0.001621, .5R: 1.000000, .75R: 0.000000, count: 2 13879: 0.754031, 1.646098 avg, 0.001000 rate, 1.873320 seconds, 13879 images Loaded: 0.000059 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.666791, Class: 0.203582, Obj: 0.500696, No Obj: 0.002136, .5R: 1.000000, .75R: 0.333333, count: 3 13880: 2.064289, 1.687917 avg, 0.001000 rate, 1.844684 seconds, 13880 images Resizing 480 Loaded: 0.026028 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.750685, Class: 0.105554, Obj: 0.866134, No Obj: 0.000338, .5R: 1.000000, .75R: 1.000000, count: 1 13881: 0.520049, 1.571130 avg, 0.001000 rate, 3.283656 seconds, 13881 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.797197, Class: 0.701483, Obj: 0.988649, No Obj: 0.000737, .5R: 1.000000, .75R: 1.000000, count: 2 13882: 0.388872, 1.452905 avg, 0.001000 rate, 3.435685 seconds, 13882 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.615895, Class: 0.558391, Obj: 0.838435, No Obj: 0.001192, .5R: 1.000000, .75R: 0.000000, count: 3 13883: 2.122144, 1.519829 avg, 0.001000 rate, 4.102493 seconds, 13883 images Loaded: 0.000067 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.582388, Class: 0.558970, Obj: 0.983361, No Obj: 0.001108, .5R: 1.000000, .75R: 0.000000, count: 3 13884: 2.259353, 1.593781 avg, 0.001000 rate, 3.738981 seconds, 13884 images Loaded: 0.000060 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.815598, Class: 0.422020, Obj: 0.953846, No Obj: 0.000732, .5R: 1.000000, .75R: 0.500000, count: 2 13885: 0.656914, 1.500094 avg, 0.001000 rate, 3.367249 seconds, 13885 images Loaded: 0.000069 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.541329, Class: 0.669160, Obj: 0.667333, No Obj: 0.000719, .5R: 0.500000, .75R: 0.000000, count: 2 13886: 2.005677, 1.550653 avg, 0.001000 rate, 3.532782 seconds, 13886 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.685007, Class: 0.912403, Obj: 0.961469, No Obj: 0.000814, .5R: 1.000000, .75R: 0.000000, count: 2 13887: 0.444399, 1.440027 avg, 0.001000 rate, 4.065989 seconds, 13887 images Loaded: 0.000054 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.569576, Class: 0.954830, Obj: 0.573408, No Obj: 0.000700, .5R: 0.666667, .75R: 0.000000, count: 3 13888: 2.051677, 1.501192 avg, 0.001000 rate, 3.906942 seconds, 13888 images Loaded: 0.000058 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.715509, Class: 0.911253, Obj: 0.784120, No Obj: 0.001410, .5R: 1.000000, .75R: 0.333333, count: 3 13889: 0.620136, 1.413087 avg, 0.001000 rate, 3.558650 seconds, 13889 images Loaded: 0.000084 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.607722, Class: 0.876315, Obj: 0.911493, No Obj: 0.000794, .5R: 1.000000, .75R: 0.000000, count: 2 13890: 0.853136, 1.357092 avg, 0.001000 rate, 4.772596 seconds, 13890 images Resizing 320 Loaded: 0.015823 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.659119, Class: 0.603683, Obj: 0.851113, No Obj: 0.003478, .5R: 1.000000, .75R: 0.333333, count: 3 13891: 1.134120, 1.334795 avg, 0.001000 rate, 1.612029 seconds, 13891 images Loaded: 0.000044 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.271215, Class: 0.120836, Obj: 0.946329, No Obj: 0.004223, .5R: 0.000000, .75R: 0.000000, count: 3 13892: 6.234559, 1.824771 avg, 0.001000 rate, 1.596976 seconds, 13892 images Loaded: 0.000059 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.585439, Class: 0.310097, Obj: 0.211359, No Obj: 0.003254, .5R: 0.666667, .75R: 0.000000, count: 3 13893: 4.582755, 2.100569 avg, 0.001000 rate, 1.758883 seconds, 13893 images Loaded: 0.000058 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.643001, Class: 0.332870, Obj: 0.949722, No Obj: 0.002208, .5R: 0.500000, .75R: 0.500000, count: 2 13894: 0.984235, 1.988936 avg, 0.001000 rate, 1.736178 seconds, 13894 images Loaded: 0.000067 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.589052, Class: 0.773793, Obj: 0.407845, No Obj: 0.002113, .5R: 1.000000, .75R: 0.000000, count: 2 13895: 1.504265, 1.940469 avg, 0.001000 rate, 1.775682 seconds, 13895 images Loaded: 0.000146 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.665730, Class: 0.401147, Obj: 0.742181, No Obj: 0.001977, .5R: 1.000000, .75R: 0.000000, count: 2 13896: 0.871559, 1.833578 avg, 0.001000 rate, 1.744358 seconds, 13896 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.514242, Class: 0.758942, Obj: 0.915509, No Obj: 0.001795, .5R: 0.500000, .75R: 0.000000, count: 2 13897: 1.250650, 1.775285 avg, 0.001000 rate, 1.581254 seconds, 13897 images Loaded: 0.000072 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.736410, Class: 0.470058, Obj: 0.815996, No Obj: 0.001884, .5R: 1.000000, .75R: 0.500000, count: 2 13898: 0.950058, 1.692762 avg, 0.001000 rate, 1.734438 seconds, 13898 images Loaded: 0.000060 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.694927, Class: 0.217274, Obj: 0.674607, No Obj: 0.002664, .5R: 0.666667, .75R: 0.666667, count: 3 13899: 3.034305, 1.826916 avg, 0.001000 rate, 2.135054 seconds, 13899 images Loaded: 0.000056 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.545210, Class: 0.336439, Obj: 0.653812, No Obj: 0.002307, .5R: 0.666667, .75R: 0.000000, count: 3 13900: 2.259643, 1.870189 avg, 0.001000 rate, 2.074799 seconds, 13900 images Saving weights to aaprogetti/3_blackjack3/backup//yolov3-tiny-obj.backup Resizing 544 Loaded: 0.029938 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.727909, Class: 0.133626, Obj: 0.901053, No Obj: 0.000448, .5R: 1.000000, .75R: 0.000000, count: 1 13901: 0.742557, 1.757426 avg, 0.001000 rate, 4.519622 seconds, 13901 images Loaded: 0.000048 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.358682, Class: 0.612980, Obj: 0.981901, No Obj: 0.000607, .5R: 0.000000, .75R: 0.000000, count: 2 13902: 2.817162, 1.863400 avg, 0.001000 rate, 4.993959 seconds, 13902 images Loaded: 0.000106 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.574427, Class: 0.817726, Obj: 0.984462, No Obj: 0.000584, .5R: 1.000000, .75R: 0.000000, count: 2 13903: 1.082810, 1.785341 avg, 0.001000 rate, 4.763324 seconds, 13903 images Loaded: 0.000063 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000001, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.668813, Class: 0.609822, Obj: 0.752056, No Obj: 0.000486, .5R: 1.000000, .75R: 0.500000, count: 2 13904: 1.022243, 1.709031 avg, 0.001000 rate, 5.353638 seconds, 13904 images Loaded: 0.000062 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.804394, Class: 0.425749, Obj: 0.744923, No Obj: 0.000715, .5R: 1.000000, .75R: 0.500000, count: 2 13905: 0.838021, 1.621930 avg, 0.001000 rate, 4.469490 seconds, 13905 images Loaded: 0.000054 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.646056, Class: 0.964672, Obj: 0.757212, No Obj: 0.000763, .5R: 1.000000, .75R: 0.000000, count: 2 13906: 0.666284, 1.526365 avg, 0.001000 rate, 4.391704 seconds, 13906 images Loaded: 0.000048 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.649668, Class: 0.653209, Obj: 0.936430, No Obj: 0.000588, .5R: 1.000000, .75R: 0.000000, count: 2 13907: 0.691464, 1.442875 avg, 0.001000 rate, 5.161328 seconds, 13907 images Loaded: 0.000051 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.792143, Class: 0.739828, Obj: 0.715746, No Obj: 0.000933, .5R: 1.000000, .75R: 0.666667, count: 3 13908: 1.024767, 1.401064 avg, 0.001000 rate, 4.525683 seconds, 13908 images Loaded: 0.000051 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.648459, Class: 0.991406, Obj: 0.887841, No Obj: 0.000562, .5R: 1.000000, .75R: 0.000000, count: 1 13909: 0.407017, 1.301660 avg, 0.001000 rate, 5.743519 seconds, 13909 images Loaded: 0.000047 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.825463, Class: 0.774119, Obj: 0.878100, No Obj: 0.000472, .5R: 1.000000, .75R: 1.000000, count: 1 13910: 0.122020, 1.183696 avg, 0.001000 rate, 4.496826 seconds, 13910 images Resizing 448 Loaded: 0.023016 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.678343, Class: 0.716593, Obj: 0.838730, No Obj: 0.000758, .5R: 1.000000, .75R: 0.000000, count: 1 13911: 0.294759, 1.094802 avg, 0.001000 rate, 2.989331 seconds, 13911 images Loaded: 0.000067 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.596026, Class: 0.962602, Obj: 0.953527, No Obj: 0.001269, .5R: 0.666667, .75R: 0.333333, count: 3 13912: 1.576417, 1.142964 avg, 0.001000 rate, 2.924695 seconds, 13912 images Loaded: 0.000063 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.506083, Class: 0.590000, Obj: 0.777217, No Obj: 0.001022, .5R: 0.333333, .75R: 0.000000, count: 3 13913: 3.082077, 1.336875 avg, 0.001000 rate, 3.170016 seconds, 13913 images Loaded: 0.000147 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.733339, Class: 0.540597, Obj: 0.979041, No Obj: 0.000988, .5R: 1.000000, .75R: 0.500000, count: 2 13914: 0.881765, 1.291364 avg, 0.001000 rate, 3.113897 seconds, 13914 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0 Region 23 Avg IOU: 0.734792, Class: 0.700738, Obj: 0.946790, No Obj: 0.001280, .5R: 1.000000, .75R: 0.333333, count: 3 13915: 0.754195, 1.237647 avg, 0.001000 rate, 3.004552 seconds, 13915 images Loaded: 0.000061 seconds Region 16 Avg IOU: nan, Class: nan, Obj: nan, No Obj: 0.000000, .5R: nan, .75R: nan, count: 0

RanaOsamaAsif commented 5 years ago

I'm also facing a similar issue with training yolov3-tiny. I'm training the network to detect gender(2 custom classes) from face, the total size of my training dataset is 2000 face images(1000 for male & 1000 for female). Images are of mixed width and height most of them are small.

Ever since the training started values in the Region 23 have been nan except for No Obj: it always has a value. Everything else seems to work fine and average loss is steadily decreasing.

Here's an example: Region 23 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.00152, .5R: -nan, .75R: -nan, count: 0

In the in the tiny cfg file I changed the number of classes to 2 and filters to 21 as per this formula filters=(classes + 5)*3. I also set the following batch=24 and subdivisions=8, also changed the width and height to 256 from 416 since my images are small. The pretrained weights file I'm using is yolov3-tiny.conv.15. Didn't change anything else.

I want to know are -nan values in Region 23 are normal or something is wrong?

Hoke commented 5 years ago

I'm also facing a similar issue with training yolov3-tiny. I'm training the network to detect gender(2 custom classes) from face, the total size of my training dataset is 2000 face images(1000 for male & 1000 for female). Images are of mixed width and height most of them are small.

Ever since the training started values in the Region 23 have been nan except for No Obj: it always has a value. Everything else seems to work fine and average loss is steadily decreasing.

Here's an example: Region 23 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.00152, .5R: -nan, .75R: -nan, count: 0

In the in the tiny cfg file I changed the number of classes to 2 and filters to 21 as per this formula filters=(classes + 5)*3. I also set the following batch=24 and subdivisions=8, also changed the width and height to 256 from 416 since my images are small. The pretrained weights file I'm using is yolov3-tiny.conv.15. Didn't change anything else.

I want to know are -nan values in Region 23 are normal or something is wrong?

I have the same problem. Have you solved it?

LorenzoPinto04 commented 5 years ago

Nope dude I’m sorry

Inviato da iPhone

Il giorno 10 giu 2019, alle ore 19:46, hhy notifications@github.com<mailto:notifications@github.com> ha scritto:

I'm also facing a similar issue with training yolov3-tiny. I'm training the network to detect gender(2 custom classes) from face, the total size of my training dataset is 2000 face images(1000 for male & 1000 for female). Images are of mixed width and height most of them are small.

Ever since the training started values in the Region 23 have been nan except for No Obj: it always has a value. Everything else seems to work fine and average loss is steadily decreasing.

Here's an example: Region 23 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.00152, .5R: -nan, .75R: -nan, count: 0

In the in the tiny cfg file I changed the number of classes to 2 and filters to 21 as per this formula filters=(classes + 5)*3. I also set the following batch=24 and subdivisions=8, also changed the width and height to 256 from 416 since my images are small. The pretrained weights file I'm using is yolov3-tiny.conv.15. Didn't change anything else.

I want to know are -nan values in Region 23 are normal or something is wrong?

I have the same problem. Have you solved it?

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KatherineNico commented 4 years ago

I'm also facing a similar issue with training yolov3-tiny. I'm training the network to detect gender(2 custom classes) from face, the total size of my training dataset is 2000 face images(1000 for male & 1000 for female). Images are of mixed width and height most of them are small. Ever since the training started values in the Region 23 have been nan except for No Obj: it always has a value. Everything else seems to work fine and average loss is steadily decreasing. Here's an example: Region 23 Avg IOU: -nan, Class: -nan, Obj: -nan, No Obj: 0.00152, .5R: -nan, .75R: -nan, count: 0 In the in the tiny cfg file I changed the number of classes to 2 and filters to 21 as per this formula filters=(classes + 5)*3. I also set the following batch=24 and subdivisions=8, also changed the width and height to 256 from 416 since my images are small. The pretrained weights file I'm using is yolov3-tiny.conv.15. Didn't change anything else. I want to know are -nan values in Region 23 are normal or something is wrong?

I have the same problem. Have you solved it?

Hi! I don't know what does "23" and "16" means specifically. Are diferent scales? what are this numbers means in the code?