Surgical Video Recognition on SurgAct
18.75Accuracy@1SurgRec-MAE
Evaluation results
| Method | Links | |
|---|---|---|
| SurgRec-MAEBalanced Sampling=false2026.03 | 18.75 | |
| SurgRec-MAEBalanced Sampling=true2026.03 | 18.75 | |
| SurgRec-MAE2026.03 | 18.75 | |
| JEPAPre-training Domain=Generic2026.03 | 12.5 | |
| LLaVA-NeXT-7BPrompt strategy=P12026.03 | 12.5 | |
| LLaVA-NeXT-7BPrompt strategy=P22026.03 | 12.5 | |
| DINOv3Pre-training Domain=Generic2026.03 | 6.25 | |
| DINOv3Pre-training Domain=Surgical2026.03 | 6.25 | |
| VideoMAEPre-training Domain=Generic2026.03 | 6.25 | |
| SurgRec-JEPABalanced Sampling=true2026.03 | 6.25 | |
| Qwen3-VL-8BPrompt strategy=P12026.03 | 6.25 | |
| Qwen2.5-VL-7BPrompt strategy=P12026.03 | 6.25 | |
| Qwen2.5-VL-7BPrompt strategy=P22026.03 | 6.25 | |
| Qwen3-VL-8BPrompt strategy=P22026.03 | 0 |