Surgical Video Recognition on JIGSAWS
47.49Top-1 AccuracySurgRec-MAE
Evaluation Results
| Method | Links | |
|---|---|---|
| SurgRec-MAEBalanced Sampling=true2026.03 | 47.49 | |
| SurgRec-MAE2026.03 | 47.49 | |
| SurgRec-JEPABalanced Sampling=true2026.03 | 32.24 | |
| JEPAPre-training Domain=Generic2026.03 | 29.72 | |
| SurgRec-MAEBalanced Sampling=false2026.03 | 21.23 | |
| DINOv3Pre-training Domain=Generic2026.03 | 18.12 | |
| DINOv3Pre-training Domain=Surgical2026.03 | 17.11 | |
| VideoMAEPre-training Domain=Generic2026.03 | 15.67 | |
| Qwen2.5-VL-7BPrompt strategy=P22026.03 | 14.83 | |
| Qwen2.5-VL-7BPrompt strategy=P12026.03 | 14.47 | |
| Qwen3-VL-8BPrompt strategy=P22026.03 | 14.18 | |
| Qwen3-VL-8BPrompt strategy=P12026.03 | 13.76 | |
| LLaVA-NeXT-7BPrompt strategy=P22026.03 | 9.79 | |
| LLaVA-NeXT-7BPrompt strategy=P12026.03 | 8.48 |