Anomaly Generation on MVTec-AD (test)
0.12IC-LPIPSDefectFill
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DefectFillCategory=bottle, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.12 | 30.99 | — | |
| MAGICCategory=bottle, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.13 | 47.16 | — | |
| DefectFillCategory=toothbrush, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.15 | 3.19 | — | |
| DefectFillCategory=capsule, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.18 | 5.6 | — | |
| MAGICCategory=capsule, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.2 | 22.61 | — | |
| DefectFillCategory=zipper, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.2 | 34.91 | — | |
| MAGICCategory=zipper, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.2 | 58.61 | — | |
| DefectFillCategory=carpet, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.22 | 50.37 | — | |
| MAGICCategory=carpet, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.22 | 33.85 | — | |
| CutPastetype=Traditional Zero-Shot2026.04 | 0.22 | — | 1.76 | |
| RealNettype=Traditional Zero-Shot2026.04 | 0.22 | — | 1.64 | |
| DefectFillCategory=pill, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.23 | 8.76 | — | |
| MAGICCategory=toothbrush, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.25 | 30.62 | — | |
| DefectFillCategory=Average, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.25 | 25.95 | — | |
| DRAEMtype=Traditional Zero-Shot2026.04 | 0.25 | — | 1.76 | |
| MAGICCategory=pill, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.26 | 59.52 | — | |
| NSAtype=Traditional Zero-Shot2026.04 | 0.26 | — | 1.44 | |
| MAGICCategory=Average, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.27 | 45.16 | — | |
| Grok Imagine Imagetype=Image Generation and Editing2026.04 | 0.28 | — | 1.68 | |
| Gemini 3.1 Flash Image Previewtype=Image Generation and Editing2026.04 | 0.29 | — | 1.91 | |
| GPT Image 1.5type=Image Generation and Editing2026.04 | 0.29 | — | 1.77 | |
| DefectFillCategory=leather, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.3 | 74.66 | — | |
| DefectFillCategory=hazelnut, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.31 | 1.13 | — | |
| MAGICCategory=leather, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.31 | 113.5 | — | |
| MAGICCategory=hazelnut, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.32 | 5.75 | — | |
| AnoStylertype=Traditional Zero-Shot2026.04 | 0.32 | — | 2.04 | |
| AnoHybridtype=Traditional Zero-Shot2026.04 | 0.32 | — | 2.06 | |
| AnomalyAnytype=Traditional Zero-Shot2026.04 | 0.33 | — | 2.02 | |
| AnomalyAgenttype=Image Generation and Editing2026.04 | 0.33 | — | 2.1 | |
| MAGICCategory=wood, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.34 | 28.53 | — | |
| DefectFillCategory=wood, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.35 | 4.72 | — | |
| MAGICCategory=tile, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.43 | 51.47 | — | |
| DefectFillCategory=tile, Evaluation Protocol=test-set anomaly masks used during generation2025.07 | 0.44 | 45.14 | — |