Anomaly Localization on NOVA (OOD)
37.02mAP30Qwen2.5-VL-72B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Qwen2.5-VL-72BModel Domain=General Domain2026.06 | 37.02 | 21.25 | 397 | 525 | |
| BrReMarkModel Domain=Thinking with Images2026.06 | 33.05 | 13.3 | 353 | 285 | |
| BrReMark w/o rllmModel Domain=Thinking with Images2026.06 | 30.81 | 11.52 | 329 | 310 | |
| BrReMark w/o synthesisModel Domain=Thinking with Images2026.06 | 29.87 | 8.82 | 319 | 388 | |
| BrReMark w/o rfmtModel Domain=Thinking with Images2026.06 | 29.03 | 9.08 | 310 | 459 | |
| BrReMark w/o rlocModel Domain=Thinking with Images2026.06 | 23.25 | 6.93 | 251 | 513 | |
| Qwen2.5-VL-7BModel Domain=General Domain2026.06 | 21.23 | 9.77 | 227 | 651 | |
| HuatuoGPT-V-7BModel Domain=Medical Domain2026.06 | 15.07 | 4.49 | 161 | 617 | |
| GRITModel Domain=Thinking with Images2026.06 | 14.18 | 2.27 | 168 | 742 | |
| InternVL3.5-8BModel Domain=General Domain2026.06 | 11.4 | 3.75 | 125 | 919 | |
| LLaVA-v1.5-13BModel Domain=General Domain2026.06 | 9.55 | 4.12 | 102 | 140 | |
| Lingshu-32BModel Domain=Medical Domain2026.06 | 6.56 | 1.77 | 96 | 1,122 | |
| MedVLM-R1Model Domain=Medical Domain2026.06 | 5.28 | 0.88 | 58 | 831 | |
| Lingshu-7BModel Domain=Medical Domain2026.06 | 5.24 | 0.84 | 56 | 836 |