Welcome to the DeepLabCut Benchmark!¶
This page hosts the official DeepLabCut Benchmark.
Leaderboard¶
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| Model | Dataset | RMSE (assembly) | RMSE (detections) | mAP |
|---|---|---|---|---|
| - DLCRNet_ms4 (30k) | TRI-MOUSE | 3.55 | 3.567 | 0.932 |
| - EfficientNet B7_s4 (30k) | TRI-MOUSE | 4.93 | 4.939 | 0.943 |
| - ResNet50 (30k) | TRI-MOUSE | 3.97 | 4.216 | 0.928 |
| - DLCRNet_ms4 (30k) | PARENTING | 9.85 | 10.026 | 0.629 |
| - EfficientNet B7 (30k) | PARENTING | 10.24 | 8.611 | 0.627 |
| - EfficientNet B7_s4 (30k) | PARENTING | 8.9 | 9.355 | 0.639 |
| - DLCRNet (200k) | MARMOSETS | 8.1 | 5.828 | 0.883 |
| - DLCRNet_ms4 (200k) | MARMOSETS | 7.56 | 5.265 | 0.895 |
| - EfficientNet B7 (200k) | MARMOSETS | 7.27 | 5.688 | 0.888 |
| - EfficientNet B7_s4 (200k) | MARMOSETS | 6.83 | 4.605 | 0.893 |
| - DLCRNet_ms4 (30k) | FISH | 7.15 | 4.918 | 0.754 |
| - EfficientNet B7_s4 (30k) | FISH | 6.85 | 4.463 | 0.753 |
| - ResNet50_s4 (30k) | FISH | 7.03 | 4.36 | 0.741 |