Surgical Video Recognition on M2CAI16
38.05Top-1 AccuracySurgRec-MAE
Evaluation results
| Method | Links | |
|---|---|---|
| SurgRec-MAEBalanced Sampling=true2026.03 | 38.05 | |
| SurgRec-JEPABalanced Sampling=true2026.03 | 38.05 | |
| SurgRec-MAE2026.03 | 38.05 | |
| Qwen3-VL-8BPrompt strategy=P22026.03 | 35.4 | |
| Qwen3-VL-8BPrompt strategy=P12026.03 | 33.63 | |
| SurgRec-MAEBalanced Sampling=false2026.03 | 30.09 | |
| JEPAPre-training Domain=Generic2026.03 | 26.55 | |
| DINOv3Pre-training Domain=Surgical2026.03 | 25.66 | |
| DINOv3Pre-training Domain=Generic2026.03 | 23.01 | |
| Qwen2.5-VL-7BPrompt strategy=P22026.03 | 21.24 | |
| Qwen2.5-VL-7BPrompt strategy=P12026.03 | 19.47 | |
| LLaVA-NeXT-7BPrompt strategy=P12026.03 | 16.81 | |
| VideoMAEPre-training Domain=Generic2026.03 | 12.39 | |
| LLaVA-NeXT-7BPrompt strategy=P22026.03 | 12.39 |