Anomaly Detection on RESC
97.3AUROC (Image-level, det.)UniVAD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniVADsetting=4-abnormal-shot2024.12 | 97.3 | — | — | — | — | |
| MVFAsetting=4-abnormal-shot2024.12 | 96.2 | — | — | — | — | |
| InvADEvaluation Setting=single-class, FPS=882025.04 | 93.6 | 96.5 | 87.2 | — | — | |
| HyperFSADShot=4-shot, Publication Year=-2026.05 | 92.7 | 96.9 | — | — | — | |
| HyperFSADShot=2-shot, Publication Year=-2026.05 | 92.4 | 96.9 | — | — | — | |
| PatchCoreEvaluation Setting=single-class, FPS=202025.04 | 91.6 | 96.5 | 86.4 | — | — | |
| HyperFSADShot=1-shot, Publication Year=-2026.05 | 91.6 | 96.3 | — | — | — | |
| DRAsetting=4-abnormal-shot2024.12 | 90.9 | — | — | — | — | |
| hyperbolic frameworkBackbone=WideResNet50, Feature extractor dimensionality=1024, Patch size=3, Optimizer=Adam, Learning rate=10^-3, Batch size=32, Epochs=502025.05 | 90.71 | — | — | — | — | |
| PatchCoreBackbone=WideResNet502025.05 | 90.54 | — | — | — | — | |
| PromptADShot=4-shot, Publication Year=CVPR’242026.05 | 90.2 | 96.8 | — | — | — | |
| PromptADShot=2-shot, Publication Year=CVPR’242026.05 | 89.2 | 96.7 | — | — | — | |
| AnomalyGPTShot=4-shot, Publication Year=AAAI’242026.05 | 88.5 | 86.7 | — | — | — | |
| RD4ADBackbone=WideResNet502025.05 | 88.25 | — | — | — | — | |
| RD4ADEvaluation Setting=single-class, FPS=202025.04 | 87.8 | 96.2 | 84.2 | — | — | |
| AnomalyGPTShot=2-shot, Publication Year=AAAI’242026.05 | 87.8 | 86.3 | — | — | — | |
| FiLo++Setup=4-shot2025.01 | 87.6 | 95.1 | — | — | — | |
| FastReconShot=2-shot, Publication Year=ICCV’232026.05 | 87.6 | 96.2 | — | — | — | |
| FastReconShot=4-shot, Publication Year=ICCV’232026.05 | 87.5 | 95.8 | — | — | — | |
| UniVAD v2Shot Setting=1N+1A-shot2026.06 | 87.5 | 95.2 | — | — | — | |
| FiLo++Setup=2-shot2025.01 | 87.4 | 94.7 | — | — | — | |
| PromptADShot=1-shot, Publication Year=CVPR’242026.05 | 87.4 | 96.4 | — | — | — | |
| STFPMBackbone=WideResNet502025.05 | 87.26 | — | — | — | — | |
| UniVAD v2Shot Setting=1N-shot2026.06 | 86.9 | 95 | — | — | — | |
| FiLo++Setup=1-shot2025.01 | 86.8 | 94.7 | — | — | — | |
| AnomalyGPTShot=1-shot, Publication Year=AAAI’242026.05 | 86.8 | 86 | — | — | — | |
| ReMP-ADShot=4-shot, Publication Year=ICCV’252026.05 | 86.6 | 93.6 | — | — | — | |
| BGADsetting=4-abnormal-shot2024.12 | 86.2 | — | — | — | — | |
| AnomalyGPTSetup=2-shot2025.01 | 86.2 | 94.7 | — | — | — | |
| UniVAD2026.06 | 85.5 | 94.9 | — | — | — | |
| ReMP-ADShot=2-shot, Publication Year=ICCV’252026.05 | 85.2 | 93.2 | — | — | — | |
| AnomalyGPTSetup=4-shot2025.01 | 84.9 | 95.2 | — | — | — | |
| MedCLIPSetup=4-shot2025.01 | 83 | 91.2 | — | — | — | |
| FastReconShot=1-shot, Publication Year=ICCV’232026.05 | 82.8 | 96 | — | — | — | |
| AnomalyGPTSetup=1-shot2025.01 | 82.4 | 94 | — | — | — | |
| AnomalyGPT2026.06 | 82.4 | 94 | — | — | — | |
| KAG-promptShot=4-shot, Publication Year=AAAI’252026.05 | 82 | 84 | — | — | — | |
| ReMP-ADShot=1-shot, Publication Year=ICCV’252026.05 | 81.6 | 91.4 | — | — | — | |
| APRIL-GANShot=2-shot, Publication Year=CVPR’232026.05 | 78.3 | 93.4 | — | — | — | |
| APRIL-GANShot=4-shot, Publication Year=CVPR’232026.05 | 78.3 | 93.7 | — | — | — | |
| KAG-promptShot=2-shot, Publication Year=AAAI’252026.05 | 77.4 | 82.9 | — | — | — | |
| APRIL-GANShot=1-shot, Publication Year=CVPR’232026.05 | 77.3 | 93 | — | — | — | |
| SimpleNetEvaluation Setting=single-class, FPS=102025.04 | 76.2 | 77.1 | 80.7 | — | — | |
| MedCLIPSetup=2-shot2025.01 | 76.2 | 93.1 | — | — | — | |
| PaDiMEvaluation Setting=single-class, FPS=202025.04 | 75.9 | 91.4 | 79.9 | — | — | |
| PaDiMBackbone=WideResNet502025.05 | 75.15 | — | — | — | — | |
| CFlowEvaluation Setting=single-class, FPS=152025.04 | 75 | 93.8 | 77 | — | — | |
| WinCLIPSetup=2-shot2025.01 | 74.1 | 87.7 | — | — | — | |
| ComAD2026.06 | 73.5 | — | — | — | — | |
| WinCLIPSetup=1-shot2025.01 | 72.9 | 87.9 | — | — | — | |
| WinCLIP2026.06 | 72.9 | 87.9 | — | — | — | |
| CFABackbone=WideResNet502025.05 | 72.47 | — | — | — | — | |
| PatchCoreSetup=4-shot2025.01 | 72.1 | 88.5 | — | — | — | |
| WinCLIPSetup=4-shot2025.01 | 71.3 | 87 | — | — | — | |
| KAG-promptShot=1-shot, Publication Year=AAAI’252026.05 | 69.2 | 83 | — | — | — | |
| PatchCoreSetup=2-shot2025.01 | 69.1 | 81.8 | — | — | — | |
| MedCLIPSetup=1-shot2025.01 | 66.9 | 91.5 | — | — | — | |
| MedCLIP2026.06 | 66.9 | 91.5 | — | — | — | |
| RegADShot=4-shot, Publication Year=20222026.05 | 64.2 | 87.9 | — | — | — | |
| WinCLIPShot=4-shot, Publication Year=CVPR’232026.05 | 63.8 | 93.1 | — | — | — | |
| WinCLIPShot=2-shot, Publication Year=CVPR’232026.05 | 60.3 | 92.7 | — | — | — | |
| RegADShot=2-shot, Publication Year=20222026.05 | 59.4 | 85.9 | — | — | — | |
| WinCLIPShot=1-shot, Publication Year=CVPR’232026.05 | 57.4 | 92.3 | — | — | — | |
| PatchCoreSetup=1-shot2025.01 | 56.3 | 78.2 | — | — | — | |
| PatchCore2026.06 | 56.3 | 78.2 | — | — | — | |
| RegADShot=1-shot, Publication Year=20222026.05 | 55.9 | 84.6 | — | — | — | |
| UniAD2026.06 | 53.5 | 80.7 | — | — | — | |
| AnomalyDINO (v2-S)Runtime [ms]=984, Memory [GB]=38.12026.03 | — | — | — | 94.04 | 50.45 | |
| AnomalyDINO (v3-S)Runtime [ms]=585, Memory [GB]=11.32026.03 | — | — | — | 96.93 | 63.4 | |
| AnomalyGPTsetting=1-normal-shot2024.12 | — | — | — | 82.4 | — | |
| BGADsetting=4-abnormal-shot2024.12 | — | 93.8 | — | — | — | |
| CFABackbone=WideResNet502025.05 | — | 92.49 | — | — | — | |
| CFARuntime [ms]=116, Memory [GB]=0.32026.03 | — | — | — | 93.11 | 30.84 | |
| CFLOWRuntime [ms]=219, Memory [GB]=0.92026.03 | — | — | — | 94.68 | 52.23 | |
| ComADsetting=1-normal-shot2024.12 | — | — | — | 73.5 | — | |
| DPMM (v2-S)Runtime [ms]=58, Memory [GB]=2.02026.03 | — | — | — | 86.47 | 34.99 | |
| DPMM (v3-S)Runtime [ms]=149, Memory [GB]=1.42026.03 | — | — | — | 86.94 | 37.7 | |
| DRAsetting=4-abnormal-shot2024.12 | — | 77.3 | — | — | — | |
| DRAEMRuntime [ms]=130, Memory [GB]=0.52026.03 | — | — | — | 88.81 | 38.05 | |
| hyperbolic frameworkBackbone=WideResNet50, Feature extractor dimensionality=1024, Patch size=3, Optimizer=Adam, Learning rate=10^-3, Batch size=32, Epochs=502025.05 | — | 95.32 | — | — | — | |
| InCTRLN-shot=2-shot2025.02 | — | — | — | 88.3 | 81.48 | |
| InCTRLN-shot=4-shot2025.02 | — | — | — | 88.7 | 81.1 | |
| InCTRLN-shot=8-shot2025.02 | — | — | — | 90.6 | 83.4 | |
| MedCLIPsetting=1-normal-shot2024.12 | — | — | — | 66.9 | — | |
| MVFAsetting=4-abnormal-shot2024.12 | — | 99 | — | — | — | |
| One-to-NormalN-shot=2-shot2025.02 | — | — | — | 92.2 | 84.3 | |
| One-to-NormalN-shot=4-shot2025.02 | — | — | — | 94.6 | 93.2 | |
| One-to-NormalN-shot=8-shot2025.02 | — | — | — | 95.2 | 87.6 | |
| PaDiMBackbone=WideResNet502025.05 | — | 91.22 | — | — | — | |
| PaDiMRuntime [ms]=129, Memory [GB]=3.72026.03 | — | — | — | 91.88 | 33.09 | |
| PatchcoreN-shot=2-shot2025.02 | — | — | — | 69.3 | 66.2 | |
| PatchcoreN-shot=4-shot2025.02 | — | — | — | 69.5 | 66.8 | |
| PatchcoreN-shot=8-shot2025.02 | — | — | — | 71.2 | 67.9 | |
| PatchCoresetting=1-normal-shot2024.12 | — | — | — | 56.3 | — | |
| PatchCoreBackbone=WideResNet502025.05 | — | 95.87 | — | — | — | |
| PatchCoreRuntime [ms]=218, Memory [GB]=5.02026.03 | — | — | — | 97.57 | 72.77 | |
| RD4ADBackbone=WideResNet502025.05 | — | 96.18 | — | — | — | |
| RD4ADRuntime [ms]=117, Memory [GB]=0.42026.03 | — | — | — | 96.84 | 64.77 | |
| RegADN-shot=2-shot2025.02 | — | — | — | 69.2 | 65.8 | |
| RegADN-shot=4-shot2025.02 | — | — | — | 68.5 | 65.3 |