Anomaly Localization on BrReMark (ID)
64.93mAP30BrReMark
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BrReMarkModel Domain=Thinking with Images2026.06 | 64.93 | 37.54 | 1,548 | 812 | |
| BrReMark w/o rllmModel Domain=Thinking with Images2026.06 | 62.78 | 36.58 | 1,509 | 852 | |
| BrReMark w/o synthesisModel Domain=Thinking with Images2026.06 | 60.32 | 35 | 1,438 | 911 | |
| BrReMark w/o rfmtModel Domain=Thinking with Images2026.06 | 58.93 | 33.1 | 1,405 | 969 | |
| Qwen2.5-VL-72BModel Domain=General Domain2026.06 | 55.16 | 25.56 | 1,323 | 624 | |
| BrReMark w/o rlocModel Domain=Thinking with Images2026.06 | 51.01 | 21.98 | 1,216 | 1,161 | |
| InternVL3.5-8BModel Domain=General Domain2026.06 | 21.18 | 10.63 | 645 | 2,106 | |
| GRITModel Domain=Thinking with Images2026.06 | 15.73 | 6.27 | 353 | 935 | |
| HuatuoGPT-V-7BModel Domain=Medical Domain2026.06 | 14.14 | 3.89 | 337 | 647 | |
| Qwen2.5-VL-7BModel Domain=General Domain2026.06 | 11.5 | 3.72 | 274 | 1,157 | |
| LLaVA-v1.5-13BModel Domain=General Domain2026.06 | 9.31 | 3.36 | 222 | 140 | |
| Lingshu-7BModel Domain=Medical Domain2026.06 | 4.96 | 0.74 | 118 | 1,782 | |
| MedVLM-R1Model Domain=Medical Domain2026.06 | 4.43 | 0.57 | 108 | 1,946 | |
| Lingshu-32BModel Domain=Medical Domain2026.06 | 4.19 | 1.24 | 155 | 2,285 |