Action Triplet Recognition on Surgical Video Dataset
87.3AP-IMML-SurgAdapt
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MML-SurgAdaptModel Category=SPML Models2025.07 | 87.3 | 61.1 | 43.2 | 37.8 | 37.3 | 30.3 | |
| CLIPVIT-L/14-TSModel Category=Task-Specific Models2025.07 | 86.5 | 62.4 | 41.5 | 38.3 | 35.2 | 29.3 | |
| RendezvousModel Category=Vision-only Models2025.07 | 82 | 60.7 | 38.3 | 39.4 | 36.9 | 29.9 | |
| HSPNetModel Category=SPML Models2025.07 | 77.6 | 55.3 | 37.9 | 32.9 | 29.9 | 23.5 | |
| VLPLModel Category=SPML Models2025.07 | 69.7 | 48.8 | 33.5 | 26.2 | 22.9 | 17.6 | |
| ResNet50 TSModel Category=Task-Specific Models2025.07 | 64 | 43 | 32.7 | 24.4 | 21.9 | 16.7 | |
| Multi-task ResNet50Model Category=Task-Specific Models2025.07 | 62 | 44.8 | 31.2 | 24.6 | 19.6 | 16.2 | |
| DualCoOpModel Category=SPML Models2025.07 | 43.6 | 29.4 | 21.6 | 15.4 | 12.2 | 9.5 |