Anomaly Detection on VisA (test)
99.5I-AUROCGLAD
Evaluation results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GLADCategory=Diffusion+DINO, From Scratch?=false2025.12 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OursCategory=Non-Diffusion Method, From Scratch?=true2025.12 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProConcoreset ratio=5%2026.07 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 52.3 | — | 97 | — | — | — | — | — | |
| ArcADSupervision=Supervised, Evaluation Setting=Single-class, Note=Baseline built upon Dinomaly2026.07 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.1 | — | 52.7 | — | — | — | — | — | — | |
| INP-Formerevaluation protocol=multi-class2025.03 | 98.9 | 99 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DinomalySetting=class-separated2024.05 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.9 | — | — | 95.1 | — | — | — | — | — | |
| Dinomaly2026.07 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.7 | — | 95.1 | — | — | — | — | — | |
| Dinomalyevaluation protocol=multi-class2025.03 | 98.7 | 98.9 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DinomalySetting=MUAD2024.05 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.7 | — | — | 94.5 | — | — | — | — | — | |
| DinomalySupervision=Unsupervised, Evaluation Setting=Single-class2026.07 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.9 | — | 52.6 | — | — | — | — | — | — | |
| TransFusion2023.11 | 98.5 | — | — | 98.3 | 99.6 | 93.7 | 99.6 | 98.3 | 99.4 | 96.5 | 98.9 | 99.7 | 99.2 | 99.6 | 99.6 | 98.5 | — | — | — | — | — | — | — | — | — | |
| PMSR2026.06 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PAE2026.06 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-Former2026.07 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.2 | — | 93.8 | — | — | — | — | — | |
| DinomalyNoise Ratio=02026.05 | 98.47 | 98.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLASS2026.06 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-FormerNoise Ratio=02026.05 | 98.15 | 98.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Efficient AD2023.11 | 98.1 | — | — | 98.4 | 93.5 | 97.2 | 99.9 | 96.5 | 99.4 | 96.7 | 98.5 | 99.5 | 98.9 | 98.9 | 99.6 | 98.1 | — | — | — | — | — | — | — | — | — | |
| Method [2]2024.08 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EfficientADCategory=Non-Diffusion Method, From Scratch?=false2025.12 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-Former + MeDSNoise Ratio=02026.05 | 98.02 | 96.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealNet (SIA)Evaluation Protocol=One-class, Synthetic Data Strategy=SIA2024.03 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.8 | — | — | — | — | — | — | — | — | |
| RealNet2026.06 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PBAS2026.06 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dinomaly + MeDSNoise Ratio=02026.05 | 97.53 | 96.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dinomaly + MeDSNoise Ratio=52026.05 | 97.51 | 97.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReContrast2023.06 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dinomaly + MeDSNoise Ratio=102026.05 | 97.43 | 97.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DinomalyNoise Ratio=22026.05 | 97.35 | 97.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dinomaly + MeDSNoise Ratio=22026.05 | 97.27 | 96.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimpleNetSetting=class-separated2024.05 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.2 | — | — | 90.7 | — | — | — | — | — | |
| SimpleNet2026.06 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-Former + MeDSNoise Ratio=52026.05 | 97.04 | 96.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-Former + MeDSNoise Ratio=22026.05 | 97.03 | 96.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimpleNet2026.07 | 96.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.3 | — | 88.7 | — | — | — | — | — | |
| INP-FormerNoise Ratio=22026.05 | 96.78 | 96.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-Former + MeDSNoise Ratio=102026.05 | 96.54 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchFlowBackbone=EfficientNet B5, Input Resolution=768 x 768, Flow Bottleneck Dimension=1282026.02 | 96.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-Formershot=4-shot2025.03 | 96.4 | 96 | 93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-Formerfew-shot setting=4-shot2026.01 | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealNet (DTD)Evaluation Protocol=One-class, Synthetic Data Strategy=DTD2024.03 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | — | — | — | — | — | — | — | — | |
| DinomalyNoise Ratio=52026.05 | 96.06 | 96.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4AD2023.06 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4AD2023.11 | 96 | — | — | 92.2 | 90.1 | 99.6 | 99.7 | 96.6 | 98.4 | 97.6 | 97.6 | 91.1 | 95.5 | 96.5 | 97 | 96 | — | — | — | — | — | — | — | — | — | |
| RD4ADSetting=class-separated2024.05 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.1 | — | — | 70.9 | — | — | — | — | — | |
| D3ADCategory=Diffusion-based, From Scratch?=false2025.12 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4AD2026.07 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 27.7 | — | 70.9 | — | — | — | — | — | |
| RD4ADCategory=Non-Diffusion Method, From Scratch?=false2025.12 | 95.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimpleNetSupervision=Unsupervised, Evaluation Setting=Single-class2026.07 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.7 | — | 46.4 | — | — | — | — | — | — | |
| BoRADEvaluation Protocol=one-for-all2026.06 | 95.5 | 96.1 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.7 | 43.4 | 46.7 | 93 | 80.7 | — | — | — | — | |
| INP-FormerNoise Ratio=52026.05 | 95.3 | 95.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OmiADEvaluation Protocol=one-for-all2026.06 | 95.3 | 96 | 91.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.9 | 40.4 | 44.1 | 89.2 | 79.3 | — | — | — | — | |
| MSFlowCategory=Flow-based, From Scratch?=false2025.12 | 95.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCore2023.06 | 95.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreEvaluation Protocol=One-class2024.03 | 95.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.8 | — | — | — | — | — | — | — | — | |
| PatchCore2026.02 | 95.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCore2026.07 | 95.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.1 | — | 91.2 | — | — | — | — | — | |
| AST2023.11 | 94.9 | — | — | 99.4 | 85.4 | 95.1 | 100 | 99.1 | 93.9 | 72.1 | 99.2 | 98.4 | 97.4 | 99.6 | 99.4 | 94.9 | — | — | — | — | — | — | — | — | — | |
| Method [18]2024.08 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FUN-ADNoise Ratio=102026.05 | 94.79 | 95.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreSetting=class-separated2024.05 | 94.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.5 | — | — | 91.8 | — | — | — | — | — | |
| PatchCore2026.06 | 94.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-Formerfew-shot setting=2-shot2026.01 | 94.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyVFMfew-shot setting=4-shot2026.01 | 94.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADSupervision=Unsupervised, Evaluation Setting=Single-class2026.07 | 94.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.3 | — | 45.5 | — | — | — | — | — | — | |
| INP-FormerNoise Ratio=102026.05 | 94.45 | 94.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MambaADevaluation protocol=multi-class2025.03 | 94.3 | 94.5 | 89.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Patch Core2023.11 | 94.3 | — | — | 98.1 | 85.7 | 98.5 | 99 | 97.2 | 95.7 | 78.1 | 98.3 | 97.2 | 96.2 | 99 | 99.4 | 94.3 | — | — | — | — | — | — | — | — | — | |
| Method [17]2024.08 | 94.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MambaADEvaluation Protocol=one-for-all2026.06 | 94.3 | 94.5 | 89.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.5 | 39.4 | 44 | 91 | 78.7 | — | — | — | — | |
| AnomalyVFMfew-shot setting=2-shot2026.01 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Method [21]2024.08 | 93.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SoftPatchNoise Ratio=02026.05 | 93.85 | 94.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyVFMfew-shot setting=1-shot2026.01 | 93.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DinomalyNoise Ratio=102026.05 | 93.56 | 94.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SuperSimpleNet2024.08 | 93.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SoftPatchNoise Ratio=22026.05 | 93.37 | 94.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReMP-ADShots=4, Training Setting=Fine-tune2026.05 | 93.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.8 | — | 91.9 | — | — | — | — | — | |
| AdaptCLIPShots=4, Training Setting=Fine-tune2026.05 | 93.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 42 | — | 92 | — | — | — | — | — | |
| HVQ-TransEvaluation Protocol=one-for-all2026.06 | 93.2 | 92.8 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.7 | 35 | 39.6 | 86.3 | 76.2 | — | — | — | — | |
| ReContrastSupervision=Unsupervised, Evaluation Setting=Single-class2026.07 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.9 | — | 41.7 | — | — | — | — | — | — | |
| APRIL-GANShots=4, Training Setting=Fine-tune2026.05 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 31.8 | — | 90.1 | — | — | — | — | — | |
| AdaptCLIPShots=2, Training Setting=Fine-tune2026.05 | 92.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.1 | — | 91.6 | — | — | — | — | — | |
| ReMP-ADShots=2, Training Setting=Fine-tune2026.05 | 92.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.1 | — | 91.9 | — | — | — | — | — | |
| SoftPatchNoise Ratio=52026.05 | 92.47 | 94.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADevaluation protocol=multi-class2025.03 | 92.4 | 92.4 | 89.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADsetting=multi-class2024.04 | 92.4 | 92.4 | 89.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.1 | 38 | 42.6 | 91.8 | 77.8 | — | — | — | — | |
| DRAEMCategory=Non-Diffusion Method, From Scratch?=true2025.12 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADEvaluation Protocol=one-for-all2026.06 | 92.4 | 92.4 | 89.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.1 | 38 | 42.6 | 91.8 | 77.8 | — | — | — | — | |
| APRIL-GANShots=2, Training Setting=Fine-tune2026.05 | 92.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 31.6 | — | 90.1 | — | — | — | — | — | |
| FUN-ADNoise Ratio=52026.05 | 92.27 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPADE2023.06 | 92.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReMP-ADShots=1, Training Setting=Fine-tune2026.05 | 92.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.3 | — | 91.8 | — | — | — | — | — | |
| Method [25]2024.08 | 91.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLADresolution=256, setting=multi-category2024.06 | 91.8 | 92.9 | 88.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSR2023.11 | 91.6 | — | — | 98.8 | 99.1 | 97.6 | 93.8 | 82.9 | 87.3 | 83.4 | 90.5 | 96.6 | 94.8 | 93.5 | 97.5 | 91.6 | — | — | — | — | — | — | — | — | — | |
| APRIL-GANShots=1, Training Setting=Fine-tune2026.05 | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 31 | — | 90.1 | — | — | — | — | — | |
| Method [23]2024.08 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFlow-AD2026.02 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INP-Formerfew-shot setting=1-shot2026.01 | 91.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |