Anomaly Detection on BraTS
95.838Image-level AUROCUniMMAD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniMMADPublications=-, Model Category=Unified Multi-modal and Multi-class Model2025.09 | 95.838 | 91.139 | — | — | — | |
| PatchCore+MMRDPublications=-, Model Category=Specialized Models (One model for one dataset)2025.09 | 91.827 | 90.471 | — | — | — | |
| HyperFSADShot=4-shot, Publication Year=-2026.05 | 91 | — | — | 97.2 | — | |
| HyperFSADShot=2-shot, Publication Year=-2026.05 | 90.6 | — | — | 97.1 | — | |
| VODShots=4, Reference Type=N2026.06 | 90.5 | — | — | — | — | |
| HyperFSADShot=1-shot, Publication Year=-2026.05 | 90.4 | — | — | 96.6 | — | |
| VODShots=8, Reference Type=N2026.06 | 90.1 | — | — | — | — | |
| VODShots=2, Reference Type=N2026.06 | 88.5 | — | — | — | — | |
| ReMP-ADShot=4-shot, Publication Year=ICCV’252026.05 | 88.2 | — | — | 94.7 | — | |
| ReMP-ADShot=2-shot, Publication Year=ICCV’252026.05 | 88.1 | — | — | 93.8 | — | |
| APRIL-GANShot=4-shot, Publication Year=CVPR’232026.05 | 88 | — | — | 91.3 | — | |
| APRIL-GANShot=2-shot, Publication Year=CVPR’232026.05 | 87.5 | — | — | 90.9 | — | |
| KAG-promptShot=4-shot, Publication Year=AAAI’252026.05 | 87.5 | — | — | 96.7 | — | |
| ReMP-ADShot=1-shot, Publication Year=ICCV’252026.05 | 87.1 | — | — | 93.2 | — | |
| WinCLIPShot=2-shot, Publication Year=CVPR’232026.05 | 87 | — | — | 93 | — | |
| WinCLIPShot=4-shot, Publication Year=CVPR’232026.05 | 87 | — | — | 93.1 | — | |
| APRIL-GANShot=1-shot, Publication Year=CVPR’232026.05 | 86.8 | — | — | 90.9 | — | |
| WinCLIPShot=1-shot, Publication Year=CVPR’232026.05 | 86.6 | — | — | 93.1 | — | |
| PromptADShot=4-shot, Publication Year=CVPR’242026.05 | 86.4 | — | — | 96.6 | — | |
| DAE2026.04 | 85.9 | — | — | — | — | |
| KAG-promptShot=2-shot, Publication Year=AAAI’252026.05 | 85.1 | — | — | 96.6 | — | |
| ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 84.6 | — | — | — | — | |
| KAG-promptShot=1-shot, Publication Year=AAAI’252026.05 | 83.5 | — | — | 96.5 | — | |
| PromptADShot=2-shot, Publication Year=CVPR’242026.05 | 83 | — | — | 95.8 | — | |
| IDEALFew-shot setup=N8A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 82.8 | — | — | — | 96.9 | |
| PromptADShot=1-shot, Publication Year=CVPR’242026.05 | 81.7 | — | — | 95.9 | — | |
| IDEALFew-shot setup=N4A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 80.5 | — | — | — | 95.8 | |
| InCTRLFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 79.5 | — | — | — | 94.9 | |
| AnomalyGPTShot=4-shot, Publication Year=AAAI’242026.05 | 79.4 | — | — | 95.4 | — | |
| FastReconShot=4-shot, Publication Year=ICCV’232026.05 | 78.6 | — | — | 96.1 | — | |
| IDEALFew-shot setup=N2A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 78.5 | — | — | — | 95.6 | |
| InCTRLFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 77.8 | — | — | — | 93.8 | |
| InCTRLSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 76.9 | — | — | — | — | |
| WinCLIPFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 76.9 | — | — | — | 93.8 | |
| FoundADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 76.7 | — | — | — | 93.5 | |
| RegADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 76.3 | — | — | — | 95 | |
| FastReconShot=1-shot, Publication Year=ICCV’232026.05 | 76.2 | — | — | 95.4 | — | |
| FastReconShot=2-shot, Publication Year=ICCV’232026.05 | 75.8 | — | — | 95.2 | — | |
| RegADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 75.8 | — | — | — | 94.5 | |
| WinCLIPFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 75.7 | — | — | — | 93.2 | |
| PromptADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 75.6 | — | — | — | 94.6 | |
| NAGLFew-shot setup=N8A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 75.1 | — | — | — | 95.2 | |
| InCTRLFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 75 | — | — | — | 94.1 | |
| AnomalyGPTShot=2-shot, Publication Year=AAAI’242026.05 | 74.9 | — | — | 94.1 | — | |
| IDEALFew-shot setup=N1A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 74.9 | — | — | — | 94.8 | |
| NAGLFew-shot setup=N4A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 74.9 | — | — | — | 94.4 | |
| WinCLIPFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 74.8 | — | — | — | 92.7 | |
| ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 74.7 | — | — | — | — | |
| InCTRLSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 74.6 | — | — | — | — | |
| NAGLFew-shot setup=N2A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 74.6 | — | — | — | 94.3 | |
| PromptADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 74.5 | — | — | — | 94 | |
| PromptADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 74.4 | — | — | — | 93.7 | |
| MSDEBackbone=ResNet182026.04 | 73.6 | — | — | — | — | |
| FoundADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 73.5 | — | — | — | 92.8 | |
| DRAFew-shot setup=A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 73.5 | — | — | — | 89.9 | |
| AnomalyGPTShot=1-shot, Publication Year=AAAI’242026.05 | 73.1 | — | — | 94.2 | — | |
| AHLFew-shot setup=A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 72.9 | — | — | — | 90.3 | |
| FoundADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 72.5 | — | — | — | 91.9 | |
| ResADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 71.7 | — | — | — | 94.3 | |
| PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 71.2 | — | — | — | — | |
| RegADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 70.7 | — | — | — | 94.1 | |
| AdaCLIPPublications=ECCV2024, Model Category=Generalist Models (One model performs all AD tasks without fine-tuning)2025.09 | 70.674 | 81.603 | — | — | — | |
| AHLFew-shot setup=A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 70.4 | — | — | — | 90.4 | |
| ResADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 69.6 | — | — | — | 93 | |
| InCTRLFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 69.5 | — | — | — | 93.1 | |
| WinCLIPFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 68.8 | — | — | — | 91 | |
| PromptADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 68.7 | — | — | — | 91.9 | |
| ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 67.9 | — | — | — | — | |
| NAGLFew-shot setup=N1A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 67.7 | — | — | — | 93.7 | |
| WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 67.3 | — | — | — | — | |
| DRAFew-shot setup=A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 67.2 | — | — | — | 87.5 | |
| SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 66.3 | — | — | — | — | |
| ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 65.7 | — | — | — | — | |
| ResADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 65.4 | — | — | — | 92.2 | |
| RegADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 64.2 | — | — | — | 92.2 | |
| MVFAPublications=CVPR2024, Model Category=Generalist Models (One model performs all AD tasks without fine-tuning)2025.09 | 63.749 | 79.934 | — | — | — | |
| RegADShot=4-shot, Publication Year=20222026.05 | 63.3 | — | — | 93.8 | — | |
| FoundADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 62.7 | — | — | — | 87.8 | |
| PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 60.6 | — | — | — | — | |
| RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 60 | — | — | — | — | |
| ResADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 59.7 | — | — | — | 89.5 | |
| UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 59.5 | — | — | — | — | |
| UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 59.5 | — | — | — | — | |
| RegADShot=1-shot, Publication Year=20222026.05 | 58.4 | — | — | 91.3 | — | |
| PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 58.2 | — | — | — | — | |
| SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 58 | — | — | — | — | |
| AA-CLIPPublications=CVPR2025, Model Category=Generalist Models (One model performs all AD tasks without fine-tuning)2025.09 | 57.647 | 80.174 | — | — | — | |
| RegADShot=2-shot, Publication Year=20222026.05 | 57.4 | — | — | 92.7 | — | |
| WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 55.9 | — | — | — | — | |
| RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 54.6 | — | — | — | — | |
| RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 49.8 | — | — | — | — | |
| RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 49.8 | — | — | — | — | |
| PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 49.4 | — | — | — | — | |
| f-AnoGAN2026.04 | — | — | 93.5 | — | — | |
| MSDE2026.04 | — | — | 86.7 | — | — |