Segmentation on Held-out in-house (test)
72.09IOUIBISAgent
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IBISAgent2026.01 | 72.09 | 83.78 | 91.76 | |
| UniBiomedinference_mode=Directly loading released weights2026.01 | 35.62 | 41.55 | 54.97 | |
| Citrus-Vinference_mode=Directly loading released weights2026.01 | 32.08 | 38.63 | 50.76 | |
| MMedAgentinference_mode=Directly loading released weights2026.01 | 27.39 | 34.26 | 45.88 | |
| MedPLIBinference_mode=Directly loading released weights2026.01 | 20.12 | 27.8 | 39.42 | |
| VisionReasonerinference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 17.66 | 24.57 | 30.07 | |
| SAM4MLLMinference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 14 | 18.04 | 25.26 | |
| VisionReasonerinference_mode=Directly loading publicly released weights2026.01 | 10.1 | 15.88 | 22.49 | |
| LISA++inference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 9.45 | 14.8 | 17.72 | |
| LISAinference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 9.12 | 14.33 | 17.15 | |
| SAM4MLLMinference_mode=Directly loading publicly released weights2026.01 | 8.28 | 13.59 | 19.07 | |
| LISA++inference_mode=Directly loading publicly released weights2026.01 | 5.46 | 9.69 | 13.17 | |
| LISAinference_mode=Directly loading publicly released weights2026.01 | 5.23 | 9.58 | 13.03 |