Image-level Anomaly Detection on VisA (test)
99.7AP (Image)DualAnoDiff
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DualAnoDiffCategory=chewinggum, Backbone=U-Net2026.03 | 99.7 | 99.6 | 97.8 | |
| GroundingAnomalyCategory=macaroni1, Backbone=U-Net2026.04 | 99.6 | — | — | |
| DualAnoDiffCategory=cashew, Backbone=U-Net2026.03 | 99.4 | 99.2 | 96.4 | |
| GroundingAnomalyCategory=chewinggum, Backbone=U-Net2026.04 | 99.4 | — | — | |
| SeaSCategory=chewinggum, Backbone=U-Net2026.03 | 99.3 | 98.9 | 95 | |
| O2MAGCategory=chewinggum, Backbone=U-Net2026.03 | 99 | 98.5 | 94.8 | |
| O2MAGCategory=macaroni1, Backbone=U-Net2026.03 | 98.9 | 99.1 | 95.5 | |
| SeaSCategory=pcb3, Backbone=U-Net2026.03 | 98.6 | 99 | 93.8 | |
| SeaSCategory=macaroni1, Backbone=U-Net2026.03 | 98.4 | 98.8 | 92.9 | |
| DualAnoDiffCategory=pcb4, Backbone=U-Net2026.03 | 98.4 | 98.1 | 95 | |
| GroundingAnomalyCategory=pcb1, Backbone=U-Net2026.04 | 97.8 | — | — | |
| GroundingAnomalyCategory=pcb4, Backbone=U-Net2026.04 | 97.8 | — | — | |
| AnomalyDiffusionCategory=chewinggum, Backbone=U-Net2026.03 | 97.2 | 94.4 | 93.1 | |
| O2MAGCategory=pcb4, Backbone=U-Net2026.03 | 97.2 | 98.7 | 95 | |
| O2MAGCategory=pcb3, Backbone=U-Net2026.03 | 97.1 | 97.1 | 92.9 | |
| DualAnoDiffCategory=pipe fryum, Backbone=U-Net2026.03 | 96.9 | 95.2 | 90.1 | |
| O2MAGCategory=fryum, Backbone=U-Net2026.03 | 96.7 | 94.4 | 91.5 | |
| GroundingAnomalyCategory=fryum, Backbone=U-Net2026.04 | 96.4 | — | — | |
| GroundingAnomalyCategory=pcb2, Backbone=U-Net2026.04 | 96.1 | — | — | |
| AnomalyDiffusionCategory=cashew, Backbone=U-Net2026.03 | 96 | 95.2 | 92.2 | |
| DualAnoDiffCategory=pcb1, Backbone=U-Net2026.03 | 96 | 96.2 | 90.6 | |
| O2MAGCategory=pcb2, Backbone=U-Net2026.03 | 96 | 96.3 | 89.8 | |
| GroundingAnomalyCategory=Average, Backbone=U-Net2026.04 | 96 | — | — | |
| SeaSCategory=pcb4, Backbone=U-Net2026.03 | 95.9 | 98.9 | 97.2 | |
| SeaSCategory=pcb1, Backbone=U-Net2026.03 | 95.8 | 95.7 | 92.1 | |
| DualAnoDiffCategory=pcb2, Backbone=U-Net2026.03 | 95.8 | 95.8 | 90.4 | |
| GroundingAnomalyCategory=pcb3, Backbone=U-Net2026.04 | 95.8 | — | — | |
| GroundingAnomalyCategory=pipe fryum, Backbone=U-Net2026.04 | 95.7 | — | — | |
| DualAnoDiffCategory=candle, Backbone=U-Net2026.03 | 95.6 | 96.7 | 90.4 | |
| DualAnoDiffCategory=macaroni1, Backbone=U-Net2026.03 | 95.6 | 96.8 | 90.3 | |
| DualAnoDiffCategory=Average, Backbone=U-Net2026.03 | 95.4 | 95.1 | 89.9 | |
| AnomalyDiffusionCategory=candle, Backbone=U-Net2026.03 | 95.3 | 95.1 | 90.1 | |
| GroundingAnomalyCategory=cashew, Backbone=U-Net2026.04 | 95.3 | — | — | |
| SeaSCategory=cashew, Backbone=U-Net2026.03 | 95.2 | 94.8 | 92.4 | |
| DualAnoDiffCategory=Average, Backbone=U-Net2026.04 | 94.7 | — | — | |
| O2MAGCategory=cashew, Backbone=U-Net2026.03 | 94.6 | 94 | 91.7 | |
| SeaSCategory=pcb2, Backbone=U-Net2026.03 | 94.5 | 94.5 | 88.1 | |
| AdaptCLIPShots=42026.06 | 94.5 | 93.1 | 88.8 | |
| SeaSCategory=fryum, Backbone=U-Net2026.03 | 94.4 | 91.2 | 86.7 | |
| GroundingAnomalyCategory=candle, Backbone=U-Net2026.04 | 94.4 | — | — | |
| AdaptCLIPShots=22026.06 | 94.4 | 92.3 | 88.8 | |
| DualAnoDiffCategory=pcb3, Backbone=U-Net2026.03 | 94.3 | 95 | 90.2 | |
| SeaSCategory=pipe fryum, Backbone=U-Net2026.03 | 94.3 | 92 | 86.5 | |
| O2MAGCategory=Average, Backbone=U-Net2026.03 | 94 | 93.6 | 88.4 | |
| AnomalyDiffusionCategory=capsules, Backbone=U-Net2026.03 | 93.8 | 91.9 | 85.9 | |
| SeaSCategory=Average, Backbone=U-Net2026.04 | 93.5 | — | — | |
| VODShots=42026.06 | 93.5 | 93.3 | 89.2 | |
| O2MAGCategory=candle, Backbone=U-Net2026.03 | 93.3 | 94.9 | 86.1 | |
| SeaSCategory=Average, Backbone=U-Net2026.03 | 93.3 | 92.8 | 87.5 | |
| DualAnoDiffCategory=capsules, Backbone=U-Net2026.03 | 93 | 91 | 85.7 | |
| AnomalyDiffusionCategory=pcb2, Backbone=U-Net2026.03 | 92.9 | 94.8 | 88.3 | |
| AnomalyDiffusionCategory=macaroni1, Backbone=U-Net2026.03 | 92.7 | 94.6 | 86.5 | |
| AnomalyDiffusionCategory=Average, Backbone=U-Net2026.04 | 92.6 | — | — | |
| VODShots=22026.06 | 92.5 | 92.4 | 88.4 | |
| GroundingAnomalyCategory=capsules, Backbone=U-Net2026.04 | 92.3 | — | — | |
| AnomalyDiffusionCategory=pcb4, Backbone=U-Net2026.03 | 92.1 | 94.8 | 82.3 | |
| O2MAGCategory=capsules, Backbone=U-Net2026.03 | 91.9 | 89.6 | 83.2 | |
| O2MAGCategory=pcb1, Backbone=U-Net2026.03 | 91.9 | 93.7 | 82.9 | |
| GroundingAnomalyCategory=macaroni2, Backbone=U-Net2026.04 | 91.9 | — | — | |
| NAGLShots=42026.06 | 91.7 | 91.2 | 87.8 | |
| AnomalyDiffusionCategory=pipe fryum, Backbone=U-Net2026.03 | 91.2 | 88.3 | 85.5 | |
| DFMGANCategory=Average, Backbone=U-Net2026.04 | 90.9 | — | — | |
| AnomalyDiffusionCategory=pcb3, Backbone=U-Net2026.03 | 90.8 | 92.8 | 81.8 | |
| DualAnoDiffCategory=fryum, Backbone=U-Net2026.03 | 90.7 | 86.7 | 84.1 | |
| ResADShots=42026.06 | 90.7 | 89.3 | 86.5 | |
| NAGLShots=22026.06 | 90.6 | 89.8 | 86.8 | |
| DualAnoDiffCategory=macaroni2, Backbone=U-Net2026.03 | 89.9 | 91.1 | 78.3 | |
| SeaSCategory=capsules, Backbone=U-Net2026.03 | 89 | 84.7 | 78.6 | |
| DualAnoDiffCategory=candle, Backbone=U-Net2026.04 | 89 | — | — | |
| AnomalyDiffusionCategory=Average, Backbone=U-Net2026.03 | 88.9 | 90.1 | 82.1 | |
| WinCLIPShots=42026.06 | 88.8 | 87.3 | 84.2 | |
| AnomalyDiffusionCategory=pcb1, Backbone=U-Net2026.03 | 88.4 | 90.9 | 79.5 | |
| ResADShots=22026.06 | 88.3 | 86.6 | 84.1 | |
| DRÆMCategory=Average, Backbone=U-Net2026.04 | 88.1 | — | — | |
| O2MAGCategory=pipe fryum, Backbone=U-Net2026.03 | 87.8 | 83.5 | 82.7 | |
| SeaSCategory=candle, Backbone=U-Net2026.04 | 87.8 | — | — | |
| PatchCoreShots=42026.06 | 87.5 | 85.3 | 84.3 | |
| AnomalyDiffusionCategory=fryum, Backbone=U-Net2026.03 | 87.2 | 81.3 | 79.2 | |
| AnomalyDiffusionCategory=candle, Backbone=U-Net2026.04 | 87.2 | — | — | |
| SeaSCategory=macaroni2, Backbone=U-Net2026.03 | 86 | 86.3 | 77.6 | |
| DFMGANCategory=candle, Backbone=U-Net2026.04 | 85.9 | — | — | |
| WinCLIPShots=22026.06 | 85.8 | 84.6 | 83 | |
| PatchCoreShots=22026.06 | 84.8 | 81.6 | 82.5 | |
| SPADEShots=42026.06 | 83.4 | 81.7 | 82.1 | |
| O2MAGCategory=macaroni2, Backbone=U-Net2026.03 | 83.1 | 83.4 | 74.2 | |
| SPADEShots=22026.06 | 82.3 | 80.7 | 81.7 | |
| SeaSCategory=candle, Backbone=U-Net2026.03 | 77.9 | 78.7 | 68.5 | |
| DRÆMCategory=candle, Backbone=U-Net2026.04 | 77.5 | — | — | |
| AnomalyDiffusionCategory=macaroni2, Backbone=U-Net2026.03 | 48.9 | 67.3 | 41 | |
| InCTRLk-shot=22026.01 | — | 85.8 | — | |
| InCTRLk-shot=42026.01 | — | 87.7 | — | |
| InCTRLk-shot=82026.01 | — | 88.7 | — | |
| PatchCorek-shot=22026.01 | — | 81.6 | — | |
| PatchCorek-shot=42026.01 | — | 85.3 | — | |
| PatchCorek-shot=82026.01 | — | 84.4 | — | |
| RD4ADk-shot=22026.01 | — | 73.4 | — | |
| RD4ADk-shot=42026.01 | — | 73.2 | — | |
| RD4ADk-shot=82026.01 | — | 78.2 | — | |
| RegADk-shot=22026.01 | — | 55.7 | — | |
| RegADk-shot=42026.01 | — | 57.4 | — |