Medical Grounding on HAM10000
97.2A@0.5MedLoc-R1-32Bpiecewise
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MedLoc-R1-32BpiecewiseModel Scale=32B, Scheduling Strategy=piecewise2026.03 | 97.2 | 79.01 | 76.61 | |
| MedLoc-R1-7BpiecewiseModel Scale=7B, Scheduling Strategy=piecewise2026.03 | 96.7 | 78.98 | 76.21 | |
| MedLoc-R12026.03 | 94.46 | — | — | |
| MedLoc-R1-3BpiecewiseModel Scale=3B, Scheduling Strategy=piecewise2026.03 | 94.46 | 76.02 | 73.91 | |
| MedLoc-R1-3BcosineModel Scale=3B, Scheduling Strategy=cosine2026.03 | 93.96 | 72.79 | 70.71 | |
| Raw-IoU-3BModel Scale=3B, Training Strategy=RL, Scheduling Strategy=Continuous IoU2026.03 | 92.86 | 69.25 | 66.71 | |
| MedLoc-R1-3BlinearModel Scale=3B, Scheduling Strategy=linear2026.03 | 92.51 | 55.67 | 60.86 | |
| BoxMed-RLstatus=reproduced, setting=bbox-only2026.03 | 92.36 | — | — | |
| SFT-3BModel Scale=3B, Training Strategy=SFT2026.03 | 90.31 | 74.22 | 71.08 | |
| V-Triune-3BModel Scale=3B, Training Strategy=RL, Scheduling Strategy=V-Triune-style2026.03 | 88.92 | 64.35 | 65.48 | |
| MedGround-R12026.03 | 88.23 | — | — | |
| GroundingDINO-Lstatus=fine-tuned2026.03 | 84.27 | — | — | |
| Zero Shot-32BModel Scale=32B, Training Strategy=Zero-shot2026.03 | 66.75 | 17.92 | 31.01 | |
| VLM-R1-3BModel Scale=3B, Training Strategy=RL, Scheduling Strategy=Fixed2026.03 | 64.65 | 18.57 | 31.89 | |
| Zero Shot-7BModel Scale=7B, Training Strategy=Zero-shot2026.03 | 51.42 | 11.83 | 24.31 | |
| Zero Shot-3BModel Scale=3B, Training Strategy=Zero-shot2026.03 | 35.75 | 3.39 | 12.38 |