Surgical Video Recognition on HyperK
55.28Top-1 AccuracySurgRec-MAE
Evaluation Results
| Method | Links | |
|---|---|---|
| SurgRec-MAEBalanced Sampling=true2026.03 | 55.28 | |
| SurgRec-MAE2026.03 | 55.28 | |
| DINOv3Pre-training Domain=Generic2026.03 | 43.03 | |
| SurgRec-JEPABalanced Sampling=true2026.03 | 42.27 | |
| DINOv3Pre-training Domain=Surgical2026.03 | 41.81 | |
| JEPAPre-training Domain=Generic2026.03 | 41.65 | |
| SurgRec-MAEBalanced Sampling=false2026.03 | 36.91 | |
| VideoMAEPre-training Domain=Generic2026.03 | 25.11 | |
| LLaVA-NeXT-7BPrompt strategy=P22026.03 | 24.46 | |
| LLaVA-NeXT-7BPrompt strategy=P12026.03 | 23.39 | |
| Qwen3-VL-8BPrompt strategy=P22026.03 | 18.04 | |
| Qwen3-VL-8BPrompt strategy=P12026.03 | 16.06 | |
| Qwen2.5-VL-7BPrompt strategy=P22026.03 | 10.86 | |
| Qwen2.5-VL-7BPrompt strategy=P12026.03 | 8.87 |