Surgical Video Recognition on AIxSuture
43.48Top-1 AccuracySurgRec-MAE
Evaluation Results
| Method | Links | |
|---|---|---|
| SurgRec-MAEBalanced Sampling=true2026.03 | 43.48 | |
| SurgRec-MAE2026.03 | 43.48 | |
| DINOv3Pre-training Domain=Surgical2026.03 | 39.13 | |
| VideoMAEPre-training Domain=Generic2026.03 | 39.13 | |
| SurgRec-MAEBalanced Sampling=false2026.03 | 39.13 | |
| JEPAPre-training Domain=Generic2026.03 | 39.13 | |
| SurgRec-JEPABalanced Sampling=true2026.03 | 39.13 | |
| Qwen2.5-VL-7BPrompt strategy=P22026.03 | 39.13 | |
| Qwen3-VL-8BPrompt strategy=P22026.03 | 36.96 | |
| Qwen2.5-VL-7BPrompt strategy=P12026.03 | 36.96 | |
| DINOv3Pre-training Domain=Generic2026.03 | 32.61 | |
| Qwen3-VL-8BPrompt strategy=P12026.03 | 28.26 | |
| LLaVA-NeXT-7BPrompt strategy=P12026.03 | 21.74 | |
| LLaVA-NeXT-7BPrompt strategy=P22026.03 | 19.57 |