Surgical Video Recognition on AutoLap
22.58Top-1 Accuracy (%)SurgRec-MAE
Evaluation Results
| Method | Links | |
|---|---|---|
| SurgRec-MAEBalanced Sampling=true2026.03 | 22.58 | |
| SurgRec-MAE2026.03 | 22.58 | |
| Qwen3-VL-8BPrompt strategy=P22026.03 | 22.58 | |
| JEPAPre-training Domain=Generic2026.03 | 20.97 | |
| DINOv3Pre-training Domain=Surgical2026.03 | 19.35 | |
| VideoMAEPre-training Domain=Generic2026.03 | 19.35 | |
| Qwen3-VL-8BPrompt strategy=P12026.03 | 19.35 | |
| DINOv3Pre-training Domain=Generic2026.03 | 17.74 | |
| SurgRec-MAEBalanced Sampling=false2026.03 | 17.74 | |
| SurgRec-JEPABalanced Sampling=true2026.03 | 17.74 | |
| Qwen2.5-VL-7BPrompt strategy=P22026.03 | 14.52 | |
| Qwen2.5-VL-7BPrompt strategy=P12026.03 | 12.9 | |
| LLaVA-NeXT-7BPrompt strategy=P12026.03 | 11.29 | |
| LLaVA-NeXT-7BPrompt strategy=P22026.03 | 11.29 |