Instrument-tissue interaction recognition on CholecT50 (RDV)
86.37APITrajPred
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TrajPredMethod Identity=Ours2026.03 | 86.37 | 59.23 | 36.01 | 14.77 | 65.45 | 84.33 | 91.61 | 97.02 | |
| VL-JEPA (Video)Modality=Video2026.03 | 82.95 | 55.17 | 34.16 | 13.49 | 61.91 | 79.86 | 88.81 | 94.91 | |
| HecVL-FTSurgical Pre-training=true, Protocol=Fine-tuned2026.03 | 76.07 | 50.92 | 32.09 | 12.67 | 58.03 | 78.8 | 86.59 | 93.58 | |
| CLIP-VIT-L-Patch14-GOAL-FTBackbone=ViT-L/14, Pre-training=GOAL, Protocol=Fine-tuned2026.03 | 76.04 | 45.93 | 32.08 | 13.15 | 61.07 | 80.93 | 87.99 | 95.04 | |
| PeskaVL-FTSurgical Pre-training=true, Protocol=Fine-tuned2026.03 | 75.2 | 48.71 | 30.29 | 12.12 | 57.05 | 76.76 | 86.43 | 93.54 | |
| CLIP-VIT-L-Patch14-FTBackbone=ViT-L/14, Protocol=Fine-tuned2026.03 | 73.63 | 44.43 | 31.67 | 12.62 | 59.32 | 80.32 | 87.04 | 89.6 | |
| VL-JEPA (Image)Modality=Image2026.03 | 72.51 | 49.22 | 31.58 | 12.65 | 60.06 | 81.58 | 90.04 | 95.31 | |
| SurgVLP-FTSurgical Pre-training=true, Protocol=Fine-tuned2026.03 | 71.18 | 47.7 | 33.35 | 12.68 | 59.02 | 81.98 | 88.72 | 94.93 |