Segmentation on BiomedParseData official (Dtest)
85.58IoUIBISAgent
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IBISAgent2026.01 | 85.58 | 92.21 | 96.39 | |
| UniBiomedinference_mode=Directly loading released weights2026.01 | 50.74 | 58.31 | 69.22 | |
| MMedAgentinference_mode=Directly loading released weights2026.01 | 36.13 | 42.85 | 56.64 | |
| Citrus-Vinference_mode=Directly loading released weights2026.01 | 30.61 | 37.63 | 53.75 | |
| VisionReasonerinference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 29.11 | 35.5 | 46.72 | |
| SAM4MLLMinference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 27.84 | 33.04 | 42.75 | |
| MedPLIBinference_mode=Directly loading released weights2026.01 | 22.29 | 27.35 | 38.94 | |
| LISA++inference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 20.76 | 25.94 | 32.34 | |
| LISAinference_mode=Fine-tuning on SFT and RL training datasets2026.01 | 20.46 | 25.73 | 32.15 | |
| VisionReasonerinference_mode=Directly loading publicly released weights2026.01 | 16.11 | 22.05 | 34.78 | |
| SAM4MLLMinference_mode=Directly loading publicly released weights2026.01 | 15.85 | 21.16 | 32.53 | |
| LISA++inference_mode=Directly loading publicly released weights2026.01 | 9.49 | 14.3 | 20.75 | |
| LISAinference_mode=Directly loading publicly released weights2026.01 | 9.44 | 14.11 | 20.18 |