Segmentation on MeCOVQA-G+ (test)
80.63IOUIBISAgent
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| IBISAgent2026.01 | 80.63 | 89.27 | 95.24 | |
| Citrus-Vinference_mode=Directly loading released weights2026.01 | 46.54 | 52.65 | 69.84 | |
| MedPLIBinference_mode=Directly loading released weights2026.01 | 33.36 | 41.19 | 53.47 | |
| MMedAgentinference_mode=Directly loading released weights2026.01 | 26.54 | 33.81 | 44.17 | |
| UniBiomedinference_mode=Directly loading released weights2026.01 | 24.88 | 31.74 | 43.63 | |
| VisionReasonerinference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 24.46 | 30.24 | 42.08 | |
| SAM4MLLMinference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 21.19 | 26.35 | 38.57 | |
| VisionReasonerinference_mode=Directly loading publicly released weights2026.01 | 18.27 | 25.08 | 37.83 | |
| SAM4MLLMinference_mode=Directly loading publicly released weights2026.01 | 16.99 | 21.85 | 32.94 | |
| LISAinference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 15.24 | 21.3 | 28.04 | |
| LISA++inference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 15.01 | 21.26 | 27.96 | |
| LISAinference_mode=Directly loading publicly released weights2026.01 | 10.07 | 15.44 | 21.69 | |
| LISA++inference_mode=Directly loading publicly released weights2026.01 | 9.87 | 14.7 | 21.25 |