Surgical object recognition on CholecT50 (test)
64.8PrecisionQwen3-VL-8B-Instruct + Cold Start + SFT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Qwen3-VL-8B-Instruct + Cold Start + SFTTraining Strategy=Cold Start + SFT2026.03 | 64.8 | 65.8 | 62.4 | 15.4 | |
| Qwen3-VL-8B-Instruct + SFTTraining Strategy=SFT2026.03 | 60 | 62.2 | 58.7 | 15.3 | |
| CoA (Chain-of-Adaptation)Training Strategy=Cold Start + RLVR2026.03 | 57.6 | 78.4 | 64.4 | 20.2 | |
| Qwen3-VL-8B-Instruct + Cold StartTraining Strategy=Cold Start2026.03 | 26.8 | 62.1 | 36.2 | 20.4 | |
| Qwen3-VL-8B-InstructModel type=Base2026.03 | 26 | 65.1 | 35.3 | 20.7 |