Pixel-level Anomaly Localization on BraTS
81.1P-PROHyperFSAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HyperFSADShots=4-shot2026.05 | 81.1 | 74.5 | |
| HyperFSADShots=2-shot2026.05 | 80.6 | 73.9 | |
| HyperFSADShots=1-shot2026.05 | 79.1 | 70.1 | |
| KAG-promptShots=4-shot, Pub./Year=AAAI’252026.05 | 78.6 | 59.5 | |
| KAG-promptShots=2-shot, Pub./Year=AAAI’252026.05 | 78.1 | 58 | |
| KAG-promptShots=1-shot, Pub./Year=AAAI’252026.05 | 77.8 | 55.3 | |
| PromptADShots=4-shot, Pub./Year=CVPR’242026.05 | 77 | 54.4 | |
| PromptADShots=2-shot, Pub./Year=CVPR’242026.05 | 75.2 | 45.7 | |
| PromptADShots=1-shot, Pub./Year=CVPR’242026.05 | 74.8 | 46 | |
| FastReconShots=4-shot, Pub./Year=ICCV’232026.05 | 73.8 | 43.9 | |
| AnomalyGPTShots=4-shot, Pub./Year=AAAI’242026.05 | 73.6 | 41.8 | |
| FastReconShots=2-shot, Pub./Year=ICCV’232026.05 | 71.7 | 35.3 | |
| FastReconShots=1-shot, Pub./Year=ICCV’232026.05 | 71.4 | 39 | |
| AnomalyGPTShots=2-shot, Pub./Year=AAAI’242026.05 | 70.2 | 29.7 | |
| RegADShots=4-shot, Pub./Year=20222026.05 | 70.2 | 24.8 | |
| AnomalyGPTShots=1-shot, Pub./Year=AAAI’242026.05 | 69.9 | 30.1 | |
| ReMP-ADShots=4-shot, Pub./Year=ICCV’252026.05 | 69.5 | 48.2 | |
| ReMP-ADShots=2-shot, Pub./Year=ICCV’252026.05 | 66.9 | 45.1 | |
| RegADShots=2-shot, Pub./Year=20222026.05 | 66 | 20.6 | |
| ReMP-ADShots=1-shot, Pub./Year=ICCV’252026.05 | 64.3 | 41.3 | |
| WinCLIPShots=1-shot, Pub./Year=CVPR’232026.05 | 64.2 | 33.2 | |
| WinCLIPShots=2-shot, Pub./Year=CVPR’232026.05 | 63.6 | 32.9 | |
| APRIL-GANShots=2-shot, Pub./Year=CVPR’232026.05 | 63.1 | 38.8 | |
| WinCLIPShots=4-shot, Pub./Year=CVPR’232026.05 | 63 | 40 | |
| APRIL-GANShots=4-shot, Pub./Year=CVPR’232026.05 | 63 | 40 | |
| APRIL-GANShots=1-shot, Pub./Year=CVPR’232026.05 | 62.7 | 38.7 | |
| RegADShots=1-shot, Pub./Year=20222026.05 | 62.6 | 17.5 |