Instrument-tissue interaction recognition on CholecT50 Unseen-Verb
74.31APITrajPred
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TrajPredMethod Identity=Ours2026.03 | 74.31 | 43.62 | 26.33 | 11.26 | 20.88 | 28.14 | 32.99 | 36.27 | |
| VL-JEPA (Video)Modality=Video2026.03 | 62.33 | 35.97 | 24.88 | 9.02 | 19.39 | 27.67 | 32.93 | 35.21 | |
| HecVL-FTSurgical Pre-training=true, Protocol=Fine-tuned2026.03 | 60.52 | 35.27 | 23.76 | 8.68 | 16.69 | 25.55 | 30.61 | 34.15 | |
| PeskaVL-FTSurgical Pre-training=true, Protocol=Fine-tuned2026.03 | 57.92 | 35.79 | 23.7 | 8.54 | 17.73 | 26.97 | 31.95 | 34.91 | |
| SurgVLP-FTSurgical Pre-training=true, Protocol=Fine-tuned2026.03 | 54.57 | 35.32 | 21.96 | 8.09 | 15.17 | 22.98 | 29.07 | 33.12 | |
| VL-JEPA (Image)Modality=Image2026.03 | 53.73 | 32.04 | 23.94 | 8.28 | 17.53 | 25.65 | 32.29 | 34.85 |