Surgical Video Recognition on Kvasir-C
73.17Top-1 AccuracySurgRec-MAE
Evaluation results
| Method | Links | |
|---|---|---|
| SurgRec-MAEBalanced Sampling=true2026.03 | 73.17 | |
| SurgRec-MAE2026.03 | 73.17 | |
| SurgRec-JEPABalanced Sampling=true2026.03 | 60.98 | |
| JEPAPre-training Domain=Generic2026.03 | 48.78 | |
| DINOv3Pre-training Domain=Surgical2026.03 | 47.56 | |
| DINOv3Pre-training Domain=Generic2026.03 | 46.34 | |
| SurgRec-MAEBalanced Sampling=false2026.03 | 46.34 | |
| Qwen2.5-VL-7BPrompt strategy=P22026.03 | 21.95 | |
| Qwen2.5-VL-7BPrompt strategy=P12026.03 | 20.73 | |
| VideoMAEPre-training Domain=Generic2026.03 | 19.51 | |
| LLaVA-NeXT-7BPrompt strategy=P12026.03 | 19.51 | |
| LLaVA-NeXT-7BPrompt strategy=P22026.03 | 14.63 | |
| Qwen3-VL-8BPrompt strategy=P22026.03 | 10.98 | |
| Qwen3-VL-8BPrompt strategy=P12026.03 | 8.54 |