Surgical Video Recognition on LapGyn4
68.13Top-1 AccuracySurgRec-MAE
Evaluation results
| Method | Links | |
|---|---|---|
| SurgRec-MAEBalanced Sampling=true2026.03 | 68.13 | |
| SurgRec-MAE2026.03 | 68.13 | |
| SurgRec-MAEBalanced Sampling=false2026.03 | 67.07 | |
| DINOv3Pre-training Domain=Surgical2026.03 | 65.63 | |
| SurgRec-JEPABalanced Sampling=true2026.03 | 64.13 | |
| DINOv3Pre-training Domain=Generic2026.03 | 62.68 | |
| VideoMAEPre-training Domain=Generic2026.03 | 62.68 | |
| JEPAPre-training Domain=Generic2026.03 | 60.66 | |
| Qwen3-VL-8BPrompt strategy=P12026.03 | 19 | |
| Qwen3-VL-8BPrompt strategy=P22026.03 | 17.84 | |
| Qwen2.5-VL-7BPrompt strategy=P22026.03 | 14.22 | |
| Qwen2.5-VL-7BPrompt strategy=P12026.03 | 14.13 | |
| LLaVA-NeXT-7BPrompt strategy=P12026.03 | 8.29 | |
| LLaVA-NeXT-7BPrompt strategy=P22026.03 | 5.79 |