Anomaly Detection on MVTec LOCO (Object Category Scores)
98.1Average ScorePSAD
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PSAD2023.12 | 98.1 | 100 | 99.1 | 100 | 99.3 | 91.9 | — | — | — | — | — | |
| PSAD2024.10 | 98.1 | 100 | 99.1 | 100 | 99.3 | 91.9 | — | — | — | — | — | |
| PSAD2023.12 | 94.9 | — | — | — | — | — | — | — | — | — | — | |
| SLSG2023.12 | 90.3 | — | — | — | — | — | — | — | — | — | — | |
| LogSADProtocol=full-data2025.03 | 90.2 | 95.7 | 95.2 | 83.6 | 83.2 | 93.5 | — | — | — | — | — | |
| ComAD2023.12 | 90.1 | — | — | — | — | — | — | — | — | — | — | |
| SLSG2023.12 | 89.6 | — | — | — | — | — | — | — | — | — | — | |
| ComAD2023.12 | 89.4 | 91.1 | 95 | 95.7 | 71.9 | 93.3 | — | — | — | — | — | |
| SINBAD2023.12 | 88.9 | 96.5 | 96.6 | 83.4 | 78.6 | 89.3 | — | — | — | — | — | |
| ComAD2024.10 | 87.7 | 94.7 | 90.9 | 89 | 79.7 | 84.4 | — | — | — | — | — | |
| GRAD2023.12 | 87.5 | 81.2 | 97.6 | 99.7 | 76.6 | 85.4 | — | — | — | — | — | |
| GRADProtocol=full-data2025.03 | 87.5 | 81.2 | 97.6 | 99.7 | 76.6 | 85.4 | — | — | — | — | — | |
| SINBAD2023.12 | 86.8 | 92 | 94.9 | 78.8 | 85.4 | 92 | — | — | — | — | — | |
| SINBAD2023.12 | 86.8 | — | — | — | — | — | — | — | — | — | — | |
| EfficientAD2024.10 | 86.8 | — | — | — | — | — | — | — | — | — | — | |
| SINBADProtocol=full-data2025.03 | 86.8 | 92 | 94.9 | 78.8 | 85.4 | 92 | — | — | — | — | — | |
| LogSADProtocol=4-shot, training-free=true2025.03 | 86.3 | 94.4 | 84.3 | 82.5 | 81.5 | 88.6 | — | — | — | — | — | |
| GCAD2023.12 | 86 | 87 | 100 | 97.5 | 56 | 89.7 | — | — | — | — | — | |
| GCAD2024.10 | 86 | 87 | 100 | 97.5 | 56 | 89.7 | — | — | — | — | — | |
| THFRProtocol=full-data2025.03 | 86 | 78 | 97.1 | 88.3 | 73.7 | 92.7 | — | — | — | — | — | |
| GeneralADProtocol=full-data2025.03 | 84.9 | — | — | — | — | — | — | — | — | — | — | |
| DADF2023.12 | 83.7 | 75.3 | 98.6 | 81 | 77.3 | 86.4 | — | — | — | — | — | |
| AST2023.12 | 83.7 | — | — | — | — | — | — | — | — | — | — | |
| GCAD2023.12 | 83.4 | — | — | — | — | — | — | — | — | — | — | |
| GCAD2023.12 | 83.3 | 83.9 | 99.4 | 86.2 | 63.2 | 83.9 | — | — | — | — | — | |
| GCADProtocol=full-data2025.03 | 83.3 | 83.9 | 99.4 | 86.2 | 63.2 | 83.9 | — | — | — | — | — | |
| LAViTBackbone=PDN2024.10 | 83.1 | 86.4 | 99.1 | 75.8 | 63.1 | 91.2 | — | — | — | — | — | |
| PatchCore2023.12 | 81.7 | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreProtocol=full-data, training-free=true2025.03 | 81 | 77.1 | 94.6 | 74.1 | 73.3 | 86 | — | — | — | — | — | |
| DRAEM2023.12 | 79.8 | — | — | — | — | — | — | — | — | — | — | |
| AST2023.12 | 79.7 | 80 | 91.6 | 65.1 | 80.1 | 81.8 | — | — | — | — | — | |
| PatchCore2023.12 | 79.3 | 81.3 | 95.6 | 72.3 | 64.9 | 82.4 | — | — | — | — | — | |
| PatchcoreEvaluation protocol=Full-shot2024.03 | 78.8 | — | — | — | — | — | 79.7 | 96 | 74 | 62.5 | 81.8 | |
| Text-Guided Variational Image GenerationEvaluation protocol=Full-shot2024.03 | 78.5 | — | — | — | — | — | 78.7 | 96.3 | 72.4 | 63.7 | 81.6 | |
| RD4AD2023.12 | 77.9 | — | — | — | — | — | — | — | — | — | — | |
| ST2023.12 | 77.4 | — | — | — | — | — | — | — | — | — | — | |
| S-T2023.12 | 77.3 | 68.6 | 91 | 74.9 | 71.2 | 81.1 | — | — | — | — | — | |
| PatchCore2023.12 | 74 | 74.8 | 93.9 | 63.6 | 57.8 | 79.2 | — | — | — | — | — | |
| PatchCore2024.10 | 74 | 74.8 | 93.9 | 63.6 | 57.8 | 79.2 | — | — | — | — | — | |
| DRAEM2023.12 | 72 | 75.1 | 97.8 | 55.7 | 56.2 | 75.2 | — | — | — | — | — | |
| RD4AD2023.12 | 70.7 | 66.7 | 93.6 | 63.6 | 54.1 | 75.3 | — | — | — | — | — | |
| PaDiM2023.12 | 68.9 | 65.7 | 88.9 | 61.2 | 60.9 | 67.8 | — | — | — | — | — | |
| PaDimProtocol=full-data2025.03 | 68.9 | 65.7 | 88.9 | 61.2 | 60.9 | 67.8 | — | — | — | — | — | |
| SPADE2023.12 | 68.8 | 78.2 | 88.3 | 59.3 | 53.2 | 65.4 | — | — | — | — | — | |
| SPADEProtocol=full-data, training-free=true2025.03 | 68.8 | 78.2 | 88.3 | 59.3 | 53.2 | 65.4 | — | — | — | — | — | |
| Text-Guided Variational Image GenerationEvaluation protocol=Few-shot2024.03 | 67.4 | — | — | — | — | — | 67 | 91.4 | 54.8 | 53.5 | 70.5 | |
| ST2023.12 | 66.4 | 68.9 | 82.9 | 59.5 | 55.5 | 65.4 | — | — | — | — | — | |
| PatchcoreEvaluation protocol=Few-shot2024.03 | 64.1 | — | — | — | — | — | 62.3 | 83.4 | 54.4 | 54.6 | 65.7 | |
| Text-Guided Variational Image GenerationEvaluation protocol=One-shot2024.03 | 63.2 | — | — | — | — | — | 74.9 | 71.2 | 59.1 | 46.6 | 64 | |
| PatchcoreEvaluation protocol=One-shot2024.03 | 55.8 | — | — | — | — | — | 59.4 | 60.6 | 54.1 | 43 | 62.1 |