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--- |
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library_name: transformers |
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tags: [] |
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--- |
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## Original result |
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``` |
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IoU metric: bbox |
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Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 |
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Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.000 |
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Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.000 |
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Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 |
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Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.000 |
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Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.000 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.000 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.000 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.000 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.000 |
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``` |
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## After training result |
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``` |
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IoU metric: bbox |
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Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.049 |
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Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.083 |
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Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.059 |
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Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 |
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Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.000 |
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Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.050 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.117 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.204 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.222 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = -1.000 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.025 |
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Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.238 |
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``` |
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## Config |
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- dataset: NIH |
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- original model: hustvl/yolos-tiny |
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- lr: 0.0001 |
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- dropout_rate: 0.15 |
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- weight_decay: 0.0005 |
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- max_epochs: 100 |
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- train samples: 885 |
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## Logging |
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### Training process |
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``` |
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{'validation_loss': tensor(7.4925, device='cuda:0'), 'validation_loss_ce': tensor(2.5541, device='cuda:0'), 'validation_loss_bbox': tensor(0.5965, device='cuda:0'), 'validation_loss_giou': tensor(0.9779, device='cuda:0'), 'validation_cardinality_error': tensor(99., device='cuda:0')} |
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{'training_loss': tensor(2.3264, device='cuda:0'), 'train_loss_ce': tensor(0.4880, device='cuda:0'), 'train_loss_bbox': tensor(0.1570, device='cuda:0'), 'train_loss_giou': tensor(0.5268, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(2.7121, device='cuda:0'), 'validation_loss_ce': tensor(0.4453, device='cuda:0'), 'validation_loss_bbox': tensor(0.2068, device='cuda:0'), 'validation_loss_giou': tensor(0.6163, device='cuda:0'), 'validation_cardinality_error': tensor(1., device='cuda:0')} |
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{'training_loss': tensor(2.8342, device='cuda:0'), 'train_loss_ce': tensor(0.4484, device='cuda:0'), 'train_loss_bbox': tensor(0.2176, device='cuda:0'), 'train_loss_giou': tensor(0.6488, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(2.2852, device='cuda:0'), 'validation_loss_ce': tensor(0.4441, device='cuda:0'), 'validation_loss_bbox': tensor(0.1582, device='cuda:0'), 'validation_loss_giou': tensor(0.5250, device='cuda:0'), 'validation_cardinality_error': tensor(1., device='cuda:0')} |
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{'training_loss': tensor(2.1692, device='cuda:0'), 'train_loss_ce': tensor(0.5057, device='cuda:0'), 'train_loss_bbox': tensor(0.1269, device='cuda:0'), 'train_loss_giou': tensor(0.5145, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(2.1756, device='cuda:0'), 'validation_loss_ce': tensor(0.4304, device='cuda:0'), 'validation_loss_bbox': tensor(0.1417, device='cuda:0'), 'validation_loss_giou': tensor(0.5182, device='cuda:0'), 'validation_cardinality_error': tensor(1., device='cuda:0')} |
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{'training_loss': tensor(1.7561, device='cuda:0'), 'train_loss_ce': tensor(0.3625, device='cuda:0'), 'train_loss_bbox': tensor(0.0990, device='cuda:0'), 'train_loss_giou': tensor(0.4493, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(2.0836, device='cuda:0'), 'validation_loss_ce': tensor(0.4193, device='cuda:0'), 'validation_loss_bbox': tensor(0.1388, device='cuda:0'), 'validation_loss_giou': tensor(0.4853, device='cuda:0'), 'validation_cardinality_error': tensor(1., device='cuda:0')} |
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{'training_loss': tensor(2.2515, device='cuda:0'), 'train_loss_ce': tensor(0.3129, device='cuda:0'), 'train_loss_bbox': tensor(0.1513, device='cuda:0'), 'train_loss_giou': tensor(0.5911, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(2.2070, device='cuda:0'), 'validation_loss_ce': tensor(0.4197, device='cuda:0'), 'validation_loss_bbox': tensor(0.1543, device='cuda:0'), 'validation_loss_giou': tensor(0.5080, device='cuda:0'), 'validation_cardinality_error': tensor(1., device='cuda:0')} |
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{'training_loss': tensor(1.8786, device='cuda:0'), 'train_loss_ce': tensor(0.3963, device='cuda:0'), 'train_loss_bbox': tensor(0.1198, device='cuda:0'), 'train_loss_giou': tensor(0.4417, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(2.0831, device='cuda:0'), 'validation_loss_ce': tensor(0.3973, device='cuda:0'), 'validation_loss_bbox': tensor(0.1401, device='cuda:0'), 'validation_loss_giou': tensor(0.4926, device='cuda:0'), 'validation_cardinality_error': tensor(1., device='cuda:0')} |
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{'training_loss': tensor(1.5512, device='cuda:0'), 'train_loss_ce': tensor(0.2639, device='cuda:0'), 'train_loss_bbox': tensor(0.1068, device='cuda:0'), 'train_loss_giou': tensor(0.3767, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(2.0724, device='cuda:0'), 'validation_loss_ce': tensor(0.3991, device='cuda:0'), 'validation_loss_bbox': tensor(0.1392, device='cuda:0'), 'validation_loss_giou': tensor(0.4886, device='cuda:0'), 'validation_cardinality_error': tensor(1., device='cuda:0')} |
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{'training_loss': tensor(2.2770, device='cuda:0'), 'train_loss_ce': tensor(0.3291, device='cuda:0'), 'train_loss_bbox': tensor(0.1538, device='cuda:0'), 'train_loss_giou': tensor(0.5893, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(1.9589, device='cuda:0'), 'validation_loss_ce': tensor(0.3826, device='cuda:0'), 'validation_loss_bbox': tensor(0.1305, device='cuda:0'), 'validation_loss_giou': tensor(0.4619, device='cuda:0'), 'validation_cardinality_error': tensor(1., device='cuda:0')} |
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{'training_loss': tensor(1.3441, device='cuda:0'), 'train_loss_ce': tensor(0.2611, device='cuda:0'), 'train_loss_bbox': tensor(0.1015, device='cuda:0'), 'train_loss_giou': tensor(0.2877, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(1.9805, device='cuda:0'), 'validation_loss_ce': tensor(0.3821, device='cuda:0'), 'validation_loss_bbox': tensor(0.1331, device='cuda:0'), 'validation_loss_giou': tensor(0.4666, device='cuda:0'), 'validation_cardinality_error': tensor(0.8788, device='cuda:0')} |
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{'training_loss': tensor(2.1461, device='cuda:0'), 'train_loss_ce': tensor(0.4859, device='cuda:0'), 'train_loss_bbox': tensor(0.1561, device='cuda:0'), 'train_loss_giou': tensor(0.4398, device='cuda:0'), 'train_cardinality_error': tensor(0.8000, device='cuda:0'), 'validation_loss': tensor(2.0157, device='cuda:0'), 'validation_loss_ce': tensor(0.3812, device='cuda:0'), 'validation_loss_bbox': tensor(0.1427, device='cuda:0'), 'validation_loss_giou': tensor(0.4606, device='cuda:0'), 'validation_cardinality_error': tensor(0.6364, device='cuda:0')} |
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{'training_loss': tensor(1.3417, device='cuda:0'), 'train_loss_ce': tensor(0.3160, device='cuda:0'), 'train_loss_bbox': tensor(0.0713, device='cuda:0'), 'train_loss_giou': tensor(0.3345, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(2.0049, device='cuda:0'), 'validation_loss_ce': tensor(0.3601, device='cuda:0'), 'validation_loss_bbox': tensor(0.1361, device='cuda:0'), 'validation_loss_giou': tensor(0.4822, device='cuda:0'), 'validation_cardinality_error': tensor(0.5657, device='cuda:0')} |
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{'training_loss': tensor(1.5425, device='cuda:0'), 'train_loss_ce': tensor(0.2479, device='cuda:0'), 'train_loss_bbox': tensor(0.0981, device='cuda:0'), 'train_loss_giou': tensor(0.4021, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(1.8925, device='cuda:0'), 'validation_loss_ce': tensor(0.3583, device='cuda:0'), 'validation_loss_bbox': tensor(0.1248, device='cuda:0'), 'validation_loss_giou': tensor(0.4552, device='cuda:0'), 'validation_cardinality_error': tensor(0.8687, device='cuda:0')} |
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{'training_loss': tensor(1.4850, device='cuda:0'), 'train_loss_ce': tensor(0.3857, device='cuda:0'), 'train_loss_bbox': tensor(0.0768, device='cuda:0'), 'train_loss_giou': tensor(0.3578, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(1.8232, device='cuda:0'), 'validation_loss_ce': tensor(0.3643, device='cuda:0'), 'validation_loss_bbox': tensor(0.1205, device='cuda:0'), 'validation_loss_giou': tensor(0.4282, device='cuda:0'), 'validation_cardinality_error': tensor(0.8687, device='cuda:0')} |
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{'training_loss': tensor(1.5018, device='cuda:0'), 'train_loss_ce': tensor(0.3052, device='cuda:0'), 'train_loss_bbox': tensor(0.0905, device='cuda:0'), 'train_loss_giou': tensor(0.3722, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(1.8548, device='cuda:0'), 'validation_loss_ce': tensor(0.3484, device='cuda:0'), 'validation_loss_bbox': tensor(0.1246, device='cuda:0'), 'validation_loss_giou': tensor(0.4417, device='cuda:0'), 'validation_cardinality_error': tensor(0.5455, device='cuda:0')} |
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{'training_loss': tensor(1.8176, device='cuda:0'), 'train_loss_ce': tensor(0.3194, device='cuda:0'), 'train_loss_bbox': tensor(0.0987, device='cuda:0'), 'train_loss_giou': tensor(0.5023, device='cuda:0'), 'train_cardinality_error': tensor(0.8000, device='cuda:0'), 'validation_loss': tensor(1.9924, device='cuda:0'), 'validation_loss_ce': tensor(0.3666, device='cuda:0'), 'validation_loss_bbox': tensor(0.1335, device='cuda:0'), 'validation_loss_giou': tensor(0.4792, device='cuda:0'), 'validation_cardinality_error': tensor(0.6667, device='cuda:0')} |
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{'training_loss': tensor(1.1465, device='cuda:0'), 'train_loss_ce': tensor(0.2934, device='cuda:0'), 'train_loss_bbox': tensor(0.0725, device='cuda:0'), 'train_loss_giou': tensor(0.2453, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(1.8425, device='cuda:0'), 'validation_loss_ce': tensor(0.3420, device='cuda:0'), 'validation_loss_bbox': tensor(0.1222, device='cuda:0'), 'validation_loss_giou': tensor(0.4447, device='cuda:0'), 'validation_cardinality_error': tensor(0.5051, device='cuda:0')} |
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{'training_loss': tensor(1.0657, device='cuda:0'), 'train_loss_ce': tensor(0.3183, device='cuda:0'), 'train_loss_bbox': tensor(0.0595, device='cuda:0'), 'train_loss_giou': tensor(0.2250, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(1.7772, device='cuda:0'), 'validation_loss_ce': tensor(0.3470, device='cuda:0'), 'validation_loss_bbox': tensor(0.1146, device='cuda:0'), 'validation_loss_giou': tensor(0.4286, device='cuda:0'), 'validation_cardinality_error': tensor(0.4545, device='cuda:0')} |
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{'training_loss': tensor(1.9365, device='cuda:0'), 'train_loss_ce': tensor(0.3658, device='cuda:0'), 'train_loss_bbox': tensor(0.1439, device='cuda:0'), 'train_loss_giou': tensor(0.4255, device='cuda:0'), 'train_cardinality_error': tensor(0.2000, device='cuda:0'), 'validation_loss': tensor(1.8952, device='cuda:0'), 'validation_loss_ce': tensor(0.3404, device='cuda:0'), 'validation_loss_bbox': tensor(0.1274, device='cuda:0'), 'validation_loss_giou': tensor(0.4588, device='cuda:0'), 'validation_cardinality_error': tensor(0.4646, device='cuda:0')} |
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{'training_loss': tensor(1.4351, device='cuda:0'), 'train_loss_ce': tensor(0.2594, device='cuda:0'), 'train_loss_bbox': tensor(0.0838, device='cuda:0'), 'train_loss_giou': tensor(0.3785, device='cuda:0'), 'train_cardinality_error': tensor(0.2000, device='cuda:0'), 'validation_loss': tensor(1.8806, device='cuda:0'), 'validation_loss_ce': tensor(0.3522, device='cuda:0'), 'validation_loss_bbox': tensor(0.1258, device='cuda:0'), 'validation_loss_giou': tensor(0.4497, device='cuda:0'), 'validation_cardinality_error': tensor(0.3535, device='cuda:0')} |
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{'training_loss': tensor(1.5704, device='cuda:0'), 'train_loss_ce': tensor(0.3388, device='cuda:0'), 'train_loss_bbox': tensor(0.0924, device='cuda:0'), 'train_loss_giou': tensor(0.3847, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(1.9434, device='cuda:0'), 'validation_loss_ce': tensor(0.3550, device='cuda:0'), 'validation_loss_bbox': tensor(0.1306, device='cuda:0'), 'validation_loss_giou': tensor(0.4676, device='cuda:0'), 'validation_cardinality_error': tensor(0.7071, device='cuda:0')} |
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{'training_loss': tensor(1.7988, device='cuda:0'), 'train_loss_ce': tensor(0.4468, device='cuda:0'), 'train_loss_bbox': tensor(0.0877, device='cuda:0'), 'train_loss_giou': tensor(0.4567, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(1.7616, device='cuda:0'), 'validation_loss_ce': tensor(0.3391, device='cuda:0'), 'validation_loss_bbox': tensor(0.1124, device='cuda:0'), 'validation_loss_giou': tensor(0.4302, device='cuda:0'), 'validation_cardinality_error': tensor(0.4040, device='cuda:0')} |
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{'training_loss': tensor(1.4750, device='cuda:0'), 'train_loss_ce': tensor(0.3582, device='cuda:0'), 'train_loss_bbox': tensor(0.0899, device='cuda:0'), 'train_loss_giou': tensor(0.3337, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(1.8399, device='cuda:0'), 'validation_loss_ce': tensor(0.3391, device='cuda:0'), 'validation_loss_bbox': tensor(0.1225, device='cuda:0'), 'validation_loss_giou': tensor(0.4442, device='cuda:0'), 'validation_cardinality_error': tensor(0.4040, device='cuda:0')} |
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{'training_loss': tensor(1.8876, device='cuda:0'), 'train_loss_ce': tensor(0.3162, device='cuda:0'), 'train_loss_bbox': tensor(0.1306, device='cuda:0'), 'train_loss_giou': tensor(0.4592, device='cuda:0'), 'train_cardinality_error': tensor(0.2000, device='cuda:0'), 'validation_loss': tensor(1.8054, device='cuda:0'), 'validation_loss_ce': tensor(0.3289, device='cuda:0'), 'validation_loss_bbox': tensor(0.1177, device='cuda:0'), 'validation_loss_giou': tensor(0.4439, device='cuda:0'), 'validation_cardinality_error': tensor(0.2626, device='cuda:0')} |
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{'training_loss': tensor(1.5214, device='cuda:0'), 'train_loss_ce': tensor(0.4220, device='cuda:0'), 'train_loss_bbox': tensor(0.1034, device='cuda:0'), 'train_loss_giou': tensor(0.2911, device='cuda:0'), 'train_cardinality_error': tensor(0.2000, device='cuda:0'), 'validation_loss': tensor(1.8686, device='cuda:0'), 'validation_loss_ce': tensor(0.3355, device='cuda:0'), 'validation_loss_bbox': tensor(0.1293, device='cuda:0'), 'validation_loss_giou': tensor(0.4434, device='cuda:0'), 'validation_cardinality_error': tensor(0.4040, device='cuda:0')} |
|
{'training_loss': tensor(1.6568, device='cuda:0'), 'train_loss_ce': tensor(0.3218, device='cuda:0'), 'train_loss_bbox': tensor(0.0998, device='cuda:0'), 'train_loss_giou': tensor(0.4181, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(1.9430, device='cuda:0'), 'validation_loss_ce': tensor(0.3508, device='cuda:0'), 'validation_loss_bbox': tensor(0.1318, device='cuda:0'), 'validation_loss_giou': tensor(0.4665, device='cuda:0'), 'validation_cardinality_error': tensor(0.9293, device='cuda:0')} |
|
{'training_loss': tensor(1.7328, device='cuda:0'), 'train_loss_ce': tensor(0.4156, device='cuda:0'), 'train_loss_bbox': tensor(0.0824, device='cuda:0'), 'train_loss_giou': tensor(0.4527, device='cuda:0'), 'train_cardinality_error': tensor(0., device='cuda:0'), 'validation_loss': tensor(1.8903, device='cuda:0'), 'validation_loss_ce': tensor(0.3503, device='cuda:0'), 'validation_loss_bbox': tensor(0.1208, device='cuda:0'), 'validation_loss_giou': tensor(0.4681, device='cuda:0'), 'validation_cardinality_error': tensor(0.3737, device='cuda:0')} |
|
{'training_loss': tensor(1.5311, device='cuda:0'), 'train_loss_ce': tensor(0.3013, device='cuda:0'), 'train_loss_bbox': tensor(0.1027, device='cuda:0'), 'train_loss_giou': tensor(0.3582, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(2.0567, device='cuda:0'), 'validation_loss_ce': tensor(0.3694, device='cuda:0'), 'validation_loss_bbox': tensor(0.1428, device='cuda:0'), 'validation_loss_giou': tensor(0.4867, device='cuda:0'), 'validation_cardinality_error': tensor(0.2525, device='cuda:0')} |
|
{'training_loss': tensor(2.6274, device='cuda:0'), 'train_loss_ce': tensor(0.3244, device='cuda:0'), 'train_loss_bbox': tensor(0.1597, device='cuda:0'), 'train_loss_giou': tensor(0.7522, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(1.7862, device='cuda:0'), 'validation_loss_ce': tensor(0.3303, device='cuda:0'), 'validation_loss_bbox': tensor(0.1217, device='cuda:0'), 'validation_loss_giou': tensor(0.4238, device='cuda:0'), 'validation_cardinality_error': tensor(0.6263, device='cuda:0')} |
|
{'training_loss': tensor(1.2280, device='cuda:0'), 'train_loss_ce': tensor(0.3173, device='cuda:0'), 'train_loss_bbox': tensor(0.0821, device='cuda:0'), 'train_loss_giou': tensor(0.2502, device='cuda:0'), 'train_cardinality_error': tensor(0.2000, device='cuda:0'), 'validation_loss': tensor(1.7541, device='cuda:0'), 'validation_loss_ce': tensor(0.3245, device='cuda:0'), 'validation_loss_bbox': tensor(0.1159, device='cuda:0'), 'validation_loss_giou': tensor(0.4251, device='cuda:0'), 'validation_cardinality_error': tensor(0.5758, device='cuda:0')} |
|
{'training_loss': tensor(2.1156, device='cuda:0'), 'train_loss_ce': tensor(0.3874, device='cuda:0'), 'train_loss_bbox': tensor(0.1171, device='cuda:0'), 'train_loss_giou': tensor(0.5713, device='cuda:0'), 'train_cardinality_error': tensor(0.8000, device='cuda:0'), 'validation_loss': tensor(1.7310, device='cuda:0'), 'validation_loss_ce': tensor(0.3306, device='cuda:0'), 'validation_loss_bbox': tensor(0.1136, device='cuda:0'), 'validation_loss_giou': tensor(0.4161, device='cuda:0'), 'validation_cardinality_error': tensor(0.7677, device='cuda:0')} |
|
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{'training_loss': tensor(1.2256, device='cuda:0'), 'train_loss_ce': tensor(0.2159, device='cuda:0'), 'train_loss_bbox': tensor(0.0824, device='cuda:0'), 'train_loss_giou': tensor(0.2988, device='cuda:0'), 'train_cardinality_error': tensor(0.8000, device='cuda:0'), 'validation_loss': tensor(1.8724, device='cuda:0'), 'validation_loss_ce': tensor(0.3637, device='cuda:0'), 'validation_loss_bbox': tensor(0.1269, device='cuda:0'), 'validation_loss_giou': tensor(0.4371, device='cuda:0'), 'validation_cardinality_error': tensor(0.6162, device='cuda:0')} |
|
{'training_loss': tensor(1.3514, device='cuda:0'), 'train_loss_ce': tensor(0.1869, device='cuda:0'), 'train_loss_bbox': tensor(0.0742, device='cuda:0'), 'train_loss_giou': tensor(0.3967, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(1.8816, device='cuda:0'), 'validation_loss_ce': tensor(0.3441, device='cuda:0'), 'validation_loss_bbox': tensor(0.1223, device='cuda:0'), 'validation_loss_giou': tensor(0.4629, device='cuda:0'), 'validation_cardinality_error': tensor(0.3636, device='cuda:0')} |
|
{'training_loss': tensor(0.9221, device='cuda:0'), 'train_loss_ce': tensor(0.2315, device='cuda:0'), 'train_loss_bbox': tensor(0.0492, device='cuda:0'), 'train_loss_giou': tensor(0.2223, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(1.8565, device='cuda:0'), 'validation_loss_ce': tensor(0.3535, device='cuda:0'), 'validation_loss_bbox': tensor(0.1233, device='cuda:0'), 'validation_loss_giou': tensor(0.4433, device='cuda:0'), 'validation_cardinality_error': tensor(0.6364, device='cuda:0')} |
|
{'training_loss': tensor(1.3560, device='cuda:0'), 'train_loss_ce': tensor(0.2082, device='cuda:0'), 'train_loss_bbox': tensor(0.0960, device='cuda:0'), 'train_loss_giou': tensor(0.3339, device='cuda:0'), 'train_cardinality_error': tensor(0.2000, device='cuda:0'), 'validation_loss': tensor(1.8503, device='cuda:0'), 'validation_loss_ce': tensor(0.3596, device='cuda:0'), 'validation_loss_bbox': tensor(0.1204, device='cuda:0'), 'validation_loss_giou': tensor(0.4442, device='cuda:0'), 'validation_cardinality_error': tensor(0.6768, device='cuda:0')} |
|
{'training_loss': tensor(0.9772, device='cuda:0'), 'train_loss_ce': tensor(0.1904, device='cuda:0'), 'train_loss_bbox': tensor(0.0466, device='cuda:0'), 'train_loss_giou': tensor(0.2768, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(1.9169, device='cuda:0'), 'validation_loss_ce': tensor(0.3756, device='cuda:0'), 'validation_loss_bbox': tensor(0.1270, device='cuda:0'), 'validation_loss_giou': tensor(0.4532, device='cuda:0'), 'validation_cardinality_error': tensor(0.5455, device='cuda:0')} |
|
{'training_loss': tensor(0.8828, device='cuda:0'), 'train_loss_ce': tensor(0.2542, device='cuda:0'), 'train_loss_bbox': tensor(0.0487, device='cuda:0'), 'train_loss_giou': tensor(0.1926, device='cuda:0'), 'train_cardinality_error': tensor(1.4000, device='cuda:0'), 'validation_loss': tensor(1.9725, device='cuda:0'), 'validation_loss_ce': tensor(0.3896, device='cuda:0'), 'validation_loss_bbox': tensor(0.1291, device='cuda:0'), 'validation_loss_giou': tensor(0.4686, device='cuda:0'), 'validation_cardinality_error': tensor(0.6566, device='cuda:0')} |
|
{'training_loss': tensor(0.9948, device='cuda:0'), 'train_loss_ce': tensor(0.2190, device='cuda:0'), 'train_loss_bbox': tensor(0.0838, device='cuda:0'), 'train_loss_giou': tensor(0.1785, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(1.9232, device='cuda:0'), 'validation_loss_ce': tensor(0.4014, device='cuda:0'), 'validation_loss_bbox': tensor(0.1273, device='cuda:0'), 'validation_loss_giou': tensor(0.4426, device='cuda:0'), 'validation_cardinality_error': tensor(0.5455, device='cuda:0')} |
|
{'training_loss': tensor(1.0668, device='cuda:0'), 'train_loss_ce': tensor(0.2886, device='cuda:0'), 'train_loss_bbox': tensor(0.0481, device='cuda:0'), 'train_loss_giou': tensor(0.2687, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(1.8897, device='cuda:0'), 'validation_loss_ce': tensor(0.3733, device='cuda:0'), 'validation_loss_bbox': tensor(0.1231, device='cuda:0'), 'validation_loss_giou': tensor(0.4506, device='cuda:0'), 'validation_cardinality_error': tensor(0.9091, device='cuda:0')} |
|
{'training_loss': tensor(0.9408, device='cuda:0'), 'train_loss_ce': tensor(0.2310, device='cuda:0'), 'train_loss_bbox': tensor(0.0689, device='cuda:0'), 'train_loss_giou': tensor(0.1827, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(1.9338, device='cuda:0'), 'validation_loss_ce': tensor(0.3668, device='cuda:0'), 'validation_loss_bbox': tensor(0.1320, device='cuda:0'), 'validation_loss_giou': tensor(0.4536, device='cuda:0'), 'validation_cardinality_error': tensor(0.7778, device='cuda:0')} |
|
{'training_loss': tensor(1.2902, device='cuda:0'), 'train_loss_ce': tensor(0.3665, device='cuda:0'), 'train_loss_bbox': tensor(0.0679, device='cuda:0'), 'train_loss_giou': tensor(0.2921, device='cuda:0'), 'train_cardinality_error': tensor(1., device='cuda:0'), 'validation_loss': tensor(2.0078, device='cuda:0'), 'validation_loss_ce': tensor(0.3995, device='cuda:0'), 'validation_loss_bbox': tensor(0.1352, device='cuda:0'), 'validation_loss_giou': tensor(0.4661, device='cuda:0'), 'validation_cardinality_error': tensor(0.7879, device='cuda:0')} |
|
{'training_loss': tensor(0.8218, device='cuda:0'), 'train_loss_ce': tensor(0.1780, device='cuda:0'), 'train_loss_bbox': tensor(0.0415, device='cuda:0'), 'train_loss_giou': tensor(0.2182, device='cuda:0'), 'train_cardinality_error': tensor(1.2000, device='cuda:0'), 'validation_loss': tensor(2.0702, device='cuda:0'), 'validation_loss_ce': tensor(0.3784, device='cuda:0'), 'validation_loss_bbox': tensor(0.1394, device='cuda:0'), 'validation_loss_giou': tensor(0.4975, device='cuda:0'), 'validation_cardinality_error': tensor(0.9394, device='cuda:0')} |
|
{'training_loss': tensor(1.8621, device='cuda:0'), 'train_loss_ce': tensor(0.1998, device='cuda:0'), 'train_loss_bbox': tensor(0.1682, device='cuda:0'), 'train_loss_giou': tensor(0.4107, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(2.1440, device='cuda:0'), 'validation_loss_ce': tensor(0.3787, device='cuda:0'), 'validation_loss_bbox': tensor(0.1599, device='cuda:0'), 'validation_loss_giou': tensor(0.4829, device='cuda:0'), 'validation_cardinality_error': tensor(0.6869, device='cuda:0')} |
|
{'training_loss': tensor(1.0829, device='cuda:0'), 'train_loss_ce': tensor(0.1853, device='cuda:0'), 'train_loss_bbox': tensor(0.0629, device='cuda:0'), 'train_loss_giou': tensor(0.2914, device='cuda:0'), 'train_cardinality_error': tensor(1.2000, device='cuda:0'), 'validation_loss': tensor(2.0309, device='cuda:0'), 'validation_loss_ce': tensor(0.3553, device='cuda:0'), 'validation_loss_bbox': tensor(0.1472, device='cuda:0'), 'validation_loss_giou': tensor(0.4698, device='cuda:0'), 'validation_cardinality_error': tensor(0.7980, device='cuda:0')} |
|
{'training_loss': tensor(1.1420, device='cuda:0'), 'train_loss_ce': tensor(0.1532, device='cuda:0'), 'train_loss_bbox': tensor(0.0691, device='cuda:0'), 'train_loss_giou': tensor(0.3217, device='cuda:0'), 'train_cardinality_error': tensor(1.4000, device='cuda:0'), 'validation_loss': tensor(1.9761, device='cuda:0'), 'validation_loss_ce': tensor(0.4083, device='cuda:0'), 'validation_loss_bbox': tensor(0.1330, device='cuda:0'), 'validation_loss_giou': tensor(0.4513, device='cuda:0'), 'validation_cardinality_error': tensor(0.7677, device='cuda:0')} |
|
{'training_loss': tensor(0.9070, device='cuda:0'), 'train_loss_ce': tensor(0.1499, device='cuda:0'), 'train_loss_bbox': tensor(0.0561, device='cuda:0'), 'train_loss_giou': tensor(0.2384, device='cuda:0'), 'train_cardinality_error': tensor(1.2000, device='cuda:0'), 'validation_loss': tensor(1.9902, device='cuda:0'), 'validation_loss_ce': tensor(0.4400, device='cuda:0'), 'validation_loss_bbox': tensor(0.1289, device='cuda:0'), 'validation_loss_giou': tensor(0.4528, device='cuda:0'), 'validation_cardinality_error': tensor(0.9293, device='cuda:0')} |
|
{'training_loss': tensor(0.8739, device='cuda:0'), 'train_loss_ce': tensor(0.1929, device='cuda:0'), 'train_loss_bbox': tensor(0.0761, device='cuda:0'), 'train_loss_giou': tensor(0.1502, device='cuda:0'), 'train_cardinality_error': tensor(0.8000, device='cuda:0'), 'validation_loss': tensor(1.9908, device='cuda:0'), 'validation_loss_ce': tensor(0.3882, device='cuda:0'), 'validation_loss_bbox': tensor(0.1339, device='cuda:0'), 'validation_loss_giou': tensor(0.4667, device='cuda:0'), 'validation_cardinality_error': tensor(0.7677, device='cuda:0')} |
|
{'training_loss': tensor(0.9192, device='cuda:0'), 'train_loss_ce': tensor(0.1021, device='cuda:0'), 'train_loss_bbox': tensor(0.0766, device='cuda:0'), 'train_loss_giou': tensor(0.2171, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(1.9334, device='cuda:0'), 'validation_loss_ce': tensor(0.4008, device='cuda:0'), 'validation_loss_bbox': tensor(0.1271, device='cuda:0'), 'validation_loss_giou': tensor(0.4486, device='cuda:0'), 'validation_cardinality_error': tensor(0.7374, device='cuda:0')} |
|
{'training_loss': tensor(0.7223, device='cuda:0'), 'train_loss_ce': tensor(0.1821, device='cuda:0'), 'train_loss_bbox': tensor(0.0433, device='cuda:0'), 'train_loss_giou': tensor(0.1619, device='cuda:0'), 'train_cardinality_error': tensor(1.4000, device='cuda:0'), 'validation_loss': tensor(1.9307, device='cuda:0'), 'validation_loss_ce': tensor(0.4025, device='cuda:0'), 'validation_loss_bbox': tensor(0.1261, device='cuda:0'), 'validation_loss_giou': tensor(0.4488, device='cuda:0'), 'validation_cardinality_error': tensor(0.5960, device='cuda:0')} |
|
{'training_loss': tensor(1.1063, device='cuda:0'), 'train_loss_ce': tensor(0.2344, device='cuda:0'), 'train_loss_bbox': tensor(0.0529, device='cuda:0'), 'train_loss_giou': tensor(0.3037, device='cuda:0'), 'train_cardinality_error': tensor(0.8000, device='cuda:0'), 'validation_loss': tensor(2.0237, device='cuda:0'), 'validation_loss_ce': tensor(0.4271, device='cuda:0'), 'validation_loss_bbox': tensor(0.1298, device='cuda:0'), 'validation_loss_giou': tensor(0.4738, device='cuda:0'), 'validation_cardinality_error': tensor(0.7273, device='cuda:0')} |
|
{'training_loss': tensor(0.6276, device='cuda:0'), 'train_loss_ce': tensor(0.1232, device='cuda:0'), 'train_loss_bbox': tensor(0.0523, device='cuda:0'), 'train_loss_giou': tensor(0.1214, device='cuda:0'), 'train_cardinality_error': tensor(1.8000, device='cuda:0'), 'validation_loss': tensor(1.8591, device='cuda:0'), 'validation_loss_ce': tensor(0.4162, device='cuda:0'), 'validation_loss_bbox': tensor(0.1148, device='cuda:0'), 'validation_loss_giou': tensor(0.4345, device='cuda:0'), 'validation_cardinality_error': tensor(0.8788, device='cuda:0')} |
|
{'training_loss': tensor(0.7868, device='cuda:0'), 'train_loss_ce': tensor(0.2419, device='cuda:0'), 'train_loss_bbox': tensor(0.0478, device='cuda:0'), 'train_loss_giou': tensor(0.1529, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(1.9230, device='cuda:0'), 'validation_loss_ce': tensor(0.4118, device='cuda:0'), 'validation_loss_bbox': tensor(0.1236, device='cuda:0'), 'validation_loss_giou': tensor(0.4466, device='cuda:0'), 'validation_cardinality_error': tensor(0.9697, device='cuda:0')} |
|
{'training_loss': tensor(1.2211, device='cuda:0'), 'train_loss_ce': tensor(0.2328, device='cuda:0'), 'train_loss_bbox': tensor(0.0655, device='cuda:0'), 'train_loss_giou': tensor(0.3305, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(1.9071, device='cuda:0'), 'validation_loss_ce': tensor(0.4175, device='cuda:0'), 'validation_loss_bbox': tensor(0.1238, device='cuda:0'), 'validation_loss_giou': tensor(0.4354, device='cuda:0'), 'validation_cardinality_error': tensor(0.7879, device='cuda:0')} |
|
{'training_loss': tensor(0.8082, device='cuda:0'), 'train_loss_ce': tensor(0.2394, device='cuda:0'), 'train_loss_bbox': tensor(0.0311, device='cuda:0'), 'train_loss_giou': tensor(0.2066, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(1.8883, device='cuda:0'), 'validation_loss_ce': tensor(0.4144, device='cuda:0'), 'validation_loss_bbox': tensor(0.1211, device='cuda:0'), 'validation_loss_giou': tensor(0.4341, device='cuda:0'), 'validation_cardinality_error': tensor(0.8485, device='cuda:0')} |
|
{'training_loss': tensor(0.9011, device='cuda:0'), 'train_loss_ce': tensor(0.1563, device='cuda:0'), 'train_loss_bbox': tensor(0.0334, device='cuda:0'), 'train_loss_giou': tensor(0.2890, device='cuda:0'), 'train_cardinality_error': tensor(1.8000, device='cuda:0'), 'validation_loss': tensor(1.9627, device='cuda:0'), 'validation_loss_ce': tensor(0.4335, device='cuda:0'), 'validation_loss_bbox': tensor(0.1267, device='cuda:0'), 'validation_loss_giou': tensor(0.4479, device='cuda:0'), 'validation_cardinality_error': tensor(0.8788, device='cuda:0')} |
|
{'training_loss': tensor(0.8532, device='cuda:0'), 'train_loss_ce': tensor(0.2237, device='cuda:0'), 'train_loss_bbox': tensor(0.0629, device='cuda:0'), 'train_loss_giou': tensor(0.1576, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(2.1048, device='cuda:0'), 'validation_loss_ce': tensor(0.4781, device='cuda:0'), 'validation_loss_bbox': tensor(0.1330, device='cuda:0'), 'validation_loss_giou': tensor(0.4809, device='cuda:0'), 'validation_cardinality_error': tensor(0.9697, device='cuda:0')} |
|
{'training_loss': tensor(0.8224, device='cuda:0'), 'train_loss_ce': tensor(0.1048, device='cuda:0'), 'train_loss_bbox': tensor(0.0370, device='cuda:0'), 'train_loss_giou': tensor(0.2662, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(2.0275, device='cuda:0'), 'validation_loss_ce': tensor(0.4637, device='cuda:0'), 'validation_loss_bbox': tensor(0.1276, device='cuda:0'), 'validation_loss_giou': tensor(0.4630, device='cuda:0'), 'validation_cardinality_error': tensor(0.8182, device='cuda:0')} |
|
{'training_loss': tensor(0.9030, device='cuda:0'), 'train_loss_ce': tensor(0.2146, device='cuda:0'), 'train_loss_bbox': tensor(0.0558, device='cuda:0'), 'train_loss_giou': tensor(0.2047, device='cuda:0'), 'train_cardinality_error': tensor(4., device='cuda:0'), 'validation_loss': tensor(2.0526, device='cuda:0'), 'validation_loss_ce': tensor(0.4696, device='cuda:0'), 'validation_loss_bbox': tensor(0.1312, device='cuda:0'), 'validation_loss_giou': tensor(0.4635, device='cuda:0'), 'validation_cardinality_error': tensor(1., device='cuda:0')} |
|
{'training_loss': tensor(0.6652, device='cuda:0'), 'train_loss_ce': tensor(0.2014, device='cuda:0'), 'train_loss_bbox': tensor(0.0383, device='cuda:0'), 'train_loss_giou': tensor(0.1362, device='cuda:0'), 'train_cardinality_error': tensor(4.4000, device='cuda:0'), 'validation_loss': tensor(1.9326, device='cuda:0'), 'validation_loss_ce': tensor(0.4480, device='cuda:0'), 'validation_loss_bbox': tensor(0.1194, device='cuda:0'), 'validation_loss_giou': tensor(0.4438, device='cuda:0'), 'validation_cardinality_error': tensor(1.0101, device='cuda:0')} |
|
{'training_loss': tensor(1.1147, device='cuda:0'), 'train_loss_ce': tensor(0.3158, device='cuda:0'), 'train_loss_bbox': tensor(0.0584, device='cuda:0'), 'train_loss_giou': tensor(0.2536, device='cuda:0'), 'train_cardinality_error': tensor(3.6000, device='cuda:0'), 'validation_loss': tensor(2.0196, device='cuda:0'), 'validation_loss_ce': tensor(0.4547, device='cuda:0'), 'validation_loss_bbox': tensor(0.1329, device='cuda:0'), 'validation_loss_giou': tensor(0.4501, device='cuda:0'), 'validation_cardinality_error': tensor(1., device='cuda:0')} |
|
{'training_loss': tensor(1.0267, device='cuda:0'), 'train_loss_ce': tensor(0.1566, device='cuda:0'), 'train_loss_bbox': tensor(0.0750, device='cuda:0'), 'train_loss_giou': tensor(0.2475, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(2.0730, device='cuda:0'), 'validation_loss_ce': tensor(0.4747, device='cuda:0'), 'validation_loss_bbox': tensor(0.1282, device='cuda:0'), 'validation_loss_giou': tensor(0.4787, device='cuda:0'), 'validation_cardinality_error': tensor(0.8182, device='cuda:0')} |
|
{'training_loss': tensor(0.7079, device='cuda:0'), 'train_loss_ce': tensor(0.0955, device='cuda:0'), 'train_loss_bbox': tensor(0.0404, device='cuda:0'), 'train_loss_giou': tensor(0.2051, device='cuda:0'), 'train_cardinality_error': tensor(2.8000, device='cuda:0'), 'validation_loss': tensor(2.0235, device='cuda:0'), 'validation_loss_ce': tensor(0.4538, device='cuda:0'), 'validation_loss_bbox': tensor(0.1329, device='cuda:0'), 'validation_loss_giou': tensor(0.4525, device='cuda:0'), 'validation_cardinality_error': tensor(0.8182, device='cuda:0')} |
|
{'training_loss': tensor(0.5221, device='cuda:0'), 'train_loss_ce': tensor(0.1109, device='cuda:0'), 'train_loss_bbox': tensor(0.0314, device='cuda:0'), 'train_loss_giou': tensor(0.1271, device='cuda:0'), 'train_cardinality_error': tensor(0.4000, device='cuda:0'), 'validation_loss': tensor(2.0294, device='cuda:0'), 'validation_loss_ce': tensor(0.4754, device='cuda:0'), 'validation_loss_bbox': tensor(0.1272, device='cuda:0'), 'validation_loss_giou': tensor(0.4590, device='cuda:0'), 'validation_cardinality_error': tensor(0.7980, device='cuda:0')} |
|
{'training_loss': tensor(0.7147, device='cuda:0'), 'train_loss_ce': tensor(0.1476, device='cuda:0'), 'train_loss_bbox': tensor(0.0458, device='cuda:0'), 'train_loss_giou': tensor(0.1690, device='cuda:0'), 'train_cardinality_error': tensor(0.6000, device='cuda:0'), 'validation_loss': tensor(2.0873, device='cuda:0'), 'validation_loss_ce': tensor(0.4671, device='cuda:0'), 'validation_loss_bbox': tensor(0.1382, device='cuda:0'), 'validation_loss_giou': tensor(0.4647, device='cuda:0'), 'validation_cardinality_error': tensor(0.7980, device='cuda:0')} |
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``` |
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## Examples |
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{'size': tensor([512, 512]), 'image_id': tensor([1]), 'class_labels': tensor([4]), 'boxes': tensor([[0.2622, 0.5729, 0.0847, 0.0773]]), 'area': tensor([1717.9431]), 'iscrowd': tensor([0]), 'orig_size': tensor([1024, 1024])} |
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