Surgical object recognition on Endovis MICCAI 2018 (test)
80.6PrecisionCoA (Chain-of-Adaptation)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoA (Chain-of-Adaptation)Training Strategy=Cold Start + RLVR2026.03 | 80.6 | 89.8 | 83.7 | 58 | |
| Qwen3-VL-8B-Instruct + SFTTraining Strategy=SFT2026.03 | 65.9 | 69.8 | 65.7 | 43.2 | |
| Qwen3-VL-8B-Instruct + Cold Start + SFTTraining Strategy=Cold Start + SFT2026.03 | 63.6 | 64.3 | 62 | 45.6 | |
| Qwen3-VL-8B-Instruct + Cold StartTraining Strategy=Cold Start2026.03 | 58 | 64.2 | 59.3 | 45.5 | |
| Qwen3-VL-8B-InstructModel type=Base2026.03 | 54.4 | 45.6 | 48.5 | 42 |