Surgical Video Recognition on MultiByp
56.92Top-1 AccuracySurgRec-MAE
Evaluation results
| Method | Links | |
|---|---|---|
| SurgRec-MAEBalanced Sampling=true2026.03 | 56.92 | |
| SurgRec-MAE2026.03 | 56.92 | |
| SurgRec-JEPABalanced Sampling=true2026.03 | 56.47 | |
| SurgRec-MAEBalanced Sampling=false2026.03 | 51.56 | |
| DINOv3Pre-training Domain=Surgical2026.03 | 42.63 | |
| DINOv3Pre-training Domain=Generic2026.03 | 38.62 | |
| VideoMAEPre-training Domain=Generic2026.03 | 20.54 | |
| JEPAPre-training Domain=Generic2026.03 | 12.88 | |
| Qwen2.5-VL-7BPrompt strategy=P22026.03 | 6.92 | |
| Qwen2.5-VL-7BPrompt strategy=P12026.03 | 6.25 | |
| Qwen3-VL-8BPrompt strategy=P22026.03 | 2.9 | |
| Qwen3-VL-8BPrompt strategy=P12026.03 | 2.46 | |
| LLaVA-NeXT-7BPrompt strategy=P12026.03 | 1.79 | |
| LLaVA-NeXT-7BPrompt strategy=P22026.03 | 1.79 |