Action Recognition on Chinese University of Hong Kong (CUHK) (external val)
32.92AccuracySurg-R1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Surg-R12026.03 | 32.92 | 38.06 | 32.92 | 18.97 | |
| LLaVA-1.5-7B2026.03 | 24.81 | 17.4 | 11.79 | 4.38 | |
| Qwen2.5-VL-7B-Surg-CholecT50fine-tuned on=CholecT502026.03 | 19.15 | 11.01 | 19.15 | 4.96 | |
| Qwen2.5-VL-7B-Instructmode=Instruct2026.03 | 18.96 | 5.98 | 18.96 | 4.47 | |
| MiniCPM-O-2_62026.03 | 18.68 | 16.18 | 18.11 | 8.05 | |
| Mistral-Small-3.1-24B-Instruct-2503mode=Instruct2026.03 | 18.4 | 13.15 | 18.4 | 7.82 | |
| Phi-4-Multimodal2026.03 | 18.3 | 12.57 | 18.21 | 5.97 | |
| Gemma3-27B-it2026.03 | 18.11 | 8.45 | 18.11 | 4.51 | |
| MiniCPM-V-2_62026.03 | 17.08 | 14.11 | 17.08 | 7.68 | |
| InternVL3-8B2026.03 | 16.89 | 14.55 | 16.7 | 7.21 | |
| Llama-4-Scout-17B-16E-Instructmode=Instruct2026.03 | 14.62 | 10.62 | 14.62 | 3.54 |