Anomaly Localization on VisA (test)
94.7AUPROINP-Former
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| INP-FormerNoise Ratio=02026.05 | 94.7 | — | 47.6 | — | — | — | — | — | — | |
| Dinomalyevaluation protocol=multi-class2025.03 | 94.5 | 98.7 | 53.2 | 55.7 | — | — | — | — | — | |
| INP-Formerevaluation protocol=multi-class2025.03 | 94.4 | 98.9 | 51.2 | 54.7 | — | — | — | — | — | |
| Dinomaly + MeDSNoise Ratio=02026.05 | 94.39 | — | 51.38 | — | — | — | — | — | — | |
| Dinomaly + MeDSNoise Ratio=102026.05 | 94.39 | — | 51.46 | — | — | — | — | — | — | |
| DinomalyNoise Ratio=02026.05 | 94.38 | — | 52.8 | — | — | — | — | — | — | |
| INP-Former + MeDSNoise Ratio=22026.05 | 94.26 | — | 43.12 | — | — | — | — | — | — | |
| INP-Former + MeDSNoise Ratio=52026.05 | 94.24 | — | 43.51 | — | — | — | — | — | — | |
| INP-Former + MeDSNoise Ratio=02026.05 | 94.19 | — | 49.58 | — | — | — | — | — | — | |
| Dinomaly + MeDSNoise Ratio=52026.05 | 94.1 | — | 51.27 | — | — | — | — | — | — | |
| Dinomaly + MeDSNoise Ratio=22026.05 | 94.06 | — | 50.93 | — | — | — | — | — | — | |
| Method [2]2024.08 | 94 | — | — | — | — | — | — | — | — | |
| INP-FormerNoise Ratio=22026.05 | 93.96 | — | 42.58 | — | — | — | — | — | — | |
| INP-Former + MeDSNoise Ratio=102026.05 | 93.96 | — | 42.7 | — | — | — | — | — | — | |
| DinomalyNoise Ratio=22026.05 | 93.93 | — | 49.81 | — | — | — | — | — | — | |
| DinomalyNoise Ratio=52026.05 | 93.63 | — | 46.94 | — | — | — | — | — | — | |
| INP-FormerNoise Ratio=52026.05 | 93.24 | — | 39.89 | — | — | — | — | — | — | |
| INP-FormerNoise Ratio=102026.05 | 93.2 | — | 42.21 | — | — | — | — | — | — | |
| DinomalyNoise Ratio=102026.05 | 92.59 | — | 46.7 | — | — | — | — | — | — | |
| DeCo-DiffSetting=Multi-class2025.03 | 92.1 | 98.5 | — | 51.2 | — | 51.3 | — | — | — | |
| GLADVenue=ECCV'24, Setting=Multi-class2025.03 | 92 | 97.4 | — | 40.3 | — | 34.6 | — | — | — | |
| RD4ADevaluation protocol=multi-class2025.03 | 91.8 | 98.1 | 38 | 42.6 | — | — | — | — | — | |
| RD4ADVenue=CVPR 22, Setting=Multi-class2025.03 | 91.8 | 98.1 | — | 42.6 | — | 38 | — | — | — | |
| MambaADevaluation protocol=multi-class2025.03 | 91 | 98.5 | 39.4 | 44 | — | — | — | — | — | |
| MambaADVenue=NeurIPS'24, Setting=Multi-class2025.03 | 91 | 98.5 | — | 44 | — | 39.4 | — | — | — | |
| MoEADVenue=ECCV'24, Setting=Multi-class2025.03 | 88.6 | 98.7 | — | 41 | — | 36.6 | — | — | — | |
| SoftPatchNoise Ratio=02026.05 | 88.39 | — | 47.5 | — | — | — | — | — | — | |
| Method [12]2024.08 | 88 | — | — | — | — | — | — | — | — | |
| SuperSimpleNet2024.08 | 87.4 | — | — | — | — | — | — | — | — | |
| Method [21]2024.08 | 86.8 | — | — | — | — | — | — | — | — | |
| SoftPatchNoise Ratio=22026.05 | 86.77 | — | 45.56 | — | — | — | — | — | — | |
| UniADevaluation protocol=multi-class2025.03 | 85.5 | 98.3 | 33.7 | 39 | — | — | — | — | — | |
| UniADVenue=NeurIPS'22, Setting=Multi-class2025.03 | 85.5 | 98.3 | — | 39 | — | 33.7 | — | — | — | |
| HVQNoise Ratio=52026.05 | 84.51 | — | 31.58 | — | — | — | — | — | — | |
| HVQNoise Ratio=02026.05 | 84.33 | — | 34.17 | — | — | — | — | — | — | |
| HVQNoise Ratio=102026.05 | 84 | — | 33.24 | — | — | — | — | — | — | |
| HVQNoise Ratio=22026.05 | 83.83 | — | 31.81 | — | — | — | — | — | — | |
| HVQ + MeDSNoise Ratio=102026.05 | 83.4 | — | 31.99 | — | — | — | — | — | — | |
| HVQ + MeDSNoise Ratio=22026.05 | 83.29 | — | 31 | — | — | — | — | — | — | |
| HVQ + MeDSNoise Ratio=52026.05 | 83.27 | — | 31.38 | — | — | — | — | — | — | |
| HVQ + MeDSNoise Ratio=02026.05 | 83.19 | — | 30.26 | — | — | — | — | — | — | |
| SoftPatchNoise Ratio=52026.05 | 82.88 | — | 44.73 | — | — | — | — | — | — | |
| Method [18]2024.08 | 81.5 | — | — | — | — | — | — | — | — | |
| SimpleNetevaluation protocol=multi-class2025.03 | 81.4 | 96.8 | 34.7 | 37.8 | — | — | — | — | — | |
| SimpleNetVenue=CVPR 23, Setting=Multi-class2025.03 | 81.4 | 96.8 | — | 37.8 | — | 34.7 | — | — | — | |
| Method [17]2024.08 | 79.7 | — | — | — | — | — | — | — | — | |
| InReachNoise Ratio=02026.05 | 78.8 | — | 31.37 | — | — | — | — | — | — | |
| Method [23]2024.08 | 78 | — | — | — | — | — | — | — | — | |
| DIADevaluation protocol=multi-class2025.03 | 75.2 | 96 | 26.1 | 33 | — | — | — | — | — | |
| DIADVenue=AAAI'24, Setting=Multi-class2025.03 | 75.2 | 96 | — | 33 | — | 26.1 | — | — | — | |
| SoftPatchNoise Ratio=102026.05 | 75.09 | — | 37.03 | — | — | — | — | — | — | |
| InReachNoise Ratio=22026.05 | 73.78 | — | 29.54 | — | — | — | — | — | — | |
| Method [25]2024.08 | 68.1 | — | — | — | — | — | — | — | — | |
| DeSTSegevaluation protocol=multi-class2025.03 | 67.4 | 96.1 | 39.6 | 43.4 | — | — | — | — | — | |
| DESTSegVenue=CVPR 23, Setting=Multi-class2025.03 | 67.4 | 96.1 | — | 43.4 | — | 39.6 | — | — | — | |
| INP-FormerZero-shot=true2025.03 | 67.2 | 88.7 | 7.8 | 11.8 | — | — | — | — | — | |
| FUN-ADNoise Ratio=102026.05 | 66.48 | — | 46.55 | — | — | — | — | — | — | |
| InReachNoise Ratio=52026.05 | 65.45 | — | 27.76 | — | — | — | — | — | — | |
| FUN-ADNoise Ratio=52026.05 | 64.59 | — | 45.41 | — | — | — | — | — | — | |
| FUN-ADNoise Ratio=22026.05 | 60.93 | — | 37.04 | — | — | — | — | — | — | |
| WinCLIPZero-shot=true2025.03 | 56.8 | 79.6 | — | 14.8 | — | — | — | — | — | |
| INP-Formershot=4-shot2025.03 | 54.3 | 97.7 | 49.3 | 93.1 | — | — | — | — | — | |
| InReachNoise Ratio=102026.05 | 51.3 | — | 24.15 | — | — | — | — | — | — | |
| FUN-ADNoise Ratio=02026.05 | 51.22 | — | 29.36 | — | — | — | — | — | — | |
| WinCLIPshot=4-shot2025.03 | 47 | 97.2 | — | 87.6 | — | — | — | — | — | |
| PatchCoreshot=4-shot2025.03 | 43.9 | 96.8 | — | 84.9 | — | — | — | — | — | |
| SPADEshot=4-shot2025.03 | 43.6 | 96.6 | — | 87.3 | — | — | — | — | — | |
| PaDiMshot=4-shot2025.03 | 24.6 | 93.2 | — | 72.6 | — | — | — | — | — | |
| AdaptCLIPShots=22026.06 | — | 97.1 | — | 45.6 | 91.8 | — | — | — | — | |
| AdaptCLIPShots=42026.06 | — | 97.3 | — | 46.7 | 92.2 | — | — | — | — | |
| ADL2026.01 | — | — | — | — | — | — | 77.7 | 74.8 | 72.4 | |
| AnomalyCLIPZero-shot=true2025.01 | — | 95.5 | — | — | — | — | — | — | — | |
| APRIL-GANZero-shot=true2025.01 | — | 94.2 | — | — | — | — | — | — | — | |
| CLIPZero-shot=true2025.01 | — | 46.6 | — | — | — | — | — | — | — | |
| CLIP-ACZero-shot=true2025.01 | — | 47.8 | — | — | — | — | — | — | — | |
| D3ADCategory=Diffusion-based, From Scratch?=false2025.12 | — | 97.9 | — | — | — | — | — | — | — | |
| DDAD-10Steps=102023.05 | — | — | — | — | 92.7 | — | — | — | — | |
| DestSeg2026.01 | — | — | — | — | — | — | 94.7 | 93.8 | 92.5 | |
| DiADsetting=multi-category2024.06 | — | 96 | 26.1 | 33 | 75.2 | — | — | — | — | |
| DiADCategory=Diffusion-based, From Scratch?=false2025.12 | — | 96 | — | — | — | — | — | — | — | |
| DRAEMMethod architecture type=Reconstruction-based2024.01 | — | — | — | — | 73.1 | — | — | — | — | |
| DRAEM2023.05 | — | — | — | — | 73.1 | — | — | — | — | |
| DRAEMCategory=Non-Diffusion Method, From Scratch?=true2025.12 | — | 92 | — | — | — | — | — | — | — | |
| DRÆM2026.01 | — | — | — | — | — | — | 80.9 | 78.7 | 74.1 | |
| Dynamic Implicit ConditioningMethod architecture type=Reconstruction-based2024.01 | — | — | — | — | 94.1 | — | — | — | — | |
| EfficientADCategory=Non-Diffusion Method, From Scratch?=false2025.12 | — | 99.1 | — | — | — | — | — | — | — | |
| FiLoZero-shot=true2025.01 | — | 95.9 | — | — | — | — | — | — | — | |
| FiLo++Zero-shot=true, Backbone=CLIP-L/14@336px2025.01 | — | 96.2 | — | — | — | — | — | — | — | |
| GLADresolution=256, setting=multi-category2024.06 | — | 97.8 | 35.6 | 40.9 | 92.1 | — | — | — | — | |
| GLADCategory=Diffusion+DINO, From Scratch?=false2025.12 | — | 98.6 | — | — | — | — | — | — | — | |
| LOE2026.01 | — | — | — | — | — | — | 70.8 | 70.3 | 69.6 | |
| MSFlowCategory=Flow-based, From Scratch?=false2025.12 | — | 97.8 | — | — | — | — | — | — | — | |
| Multi-Cue Anomaly Detection framework2026.01 | — | — | — | — | — | — | 85.8 | 84.7 | 83.8 | |
| NAGLShots=22026.06 | — | 97.6 | — | 43.3 | 91.4 | — | — | — | — | |
| NAGLShots=42026.06 | — | 97.8 | — | 44 | 91.5 | — | — | — | — | |
| OursCategory=Non-Diffusion Method, From Scratch?=true2025.12 | — | 98.6 | — | — | — | — | — | — | — | |
| PaDiMMethod architecture type=Representation-based2024.01 | — | — | — | — | 85.9 | — | — | — | — | |
| PaDiM2026.01 | — | — | — | — | — | — | 96 | 95 | 93.1 | |
| PatchCoreMethod architecture type=Representation-based2024.01 | — | — | — | — | 91.2 | — | — | — | — | |
| PatchCore2023.05 | — | — | — | — | 91.2 | — | — | — | — |