Anomaly Detection on Real-IAD multi-class
80.4mADDPDiff-AD
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DPDiff-ADParadigm=reconstruction-based2026.05 | 80.4 | 92.4 | 98.5 | 95.8 | 94.8 | 50.1 | 50.7 | — | 80.1 | |
| ShortcutbreakerParams(M)=109.8, FLOPS(G)=86.52025.10 | 78.7 | — | — | — | — | — | — | — | — | |
| Dinomaly+Paradigm=reconstruction-based2026.05 | 77.9 | 87.1 | 97.3 | 94 | 91.9 | 49.7 | 49.2 | — | 76.4 | |
| Shortcutbreaker-sParams(M)=27.6, FLOPS(G)=21.8, backbone=ViT-small2025.10 | 77.5 | — | — | — | — | — | — | — | — | |
| DinomalyParams(M)=132.8, FLOPS(G)=104.72025.10 | 77 | — | — | — | — | — | — | — | — | |
| DinomalyParadigm=reconstruction-based2026.05 | 76.1 | 85.4 | 97.2 | 94.5 | 91.5 | 42.8 | 45.8 | — | 75.6 | |
| HVQ-TransParadigm=reconstruction-based2026.05 | 74.5 | 84.7 | 97.3 | 94.7 | 89.4 | 39.4 | 42.5 | — | 73.2 | |
| DPDiff-AD2026.05 | 73.6 | 88.9 | 85.4 | 80 | 99.1 | 31.6 | 37 | — | 93.1 | |
| Shortcutbreaker-s*Params(M)=27.6, FLOPS(G)=7.19, backbone=ViT-small, resolution=224x2242025.10 | 73.3 | — | — | — | — | — | — | — | — | |
| MambaADSetting=multi-class2024.05 | 72.7 | 86.3 | 84.6 | 77 | 98.5 | 33 | 38.7 | 90.5 | — | |
| MiniMaxAD-frSetting=multi-class2024.05 | 72.7 | 85.1 | 84.1 | 75.8 | 96.9 | 36 | 42.1 | 88.8 | — | |
| MambaADParams(M)=25.7, FLOPS(G)=8.32025.10 | 72.7 | — | — | — | — | — | — | — | — | |
| MambaAD2026.05 | 72.7 | 86.3 | 84.6 | 77 | 98.5 | 33 | 38.7 | — | 90.5 | |
| ReContrast2026.05 | 72.5 | 86.4 | 84.2 | 77.4 | 97.8 | 31.6 | 38.2 | — | 91.8 | |
| MambaADParadigm=reconstruction-based2026.05 | 72.5 | 81.7 | 96.2 | 93.9 | 91.2 | 33.1 | 37.7 | — | 73.5 | |
| LGCParadigm=reconstruction-based2026.05 | 72.3 | 81 | 96 | 94 | 91.7 | 31.9 | 37 | — | 74.6 | |
| HVQ-Trans2026.05 | 71.4 | 86.6 | 84.9 | 79.4 | 98 | 27.6 | 34.4 | — | 88.7 | |
| ViTADParadigm=reconstruction-based2026.05 | 71.3 | 79.4 | 95.6 | 93.8 | 91 | 31.9 | 36.5 | — | 70.7 | |
| RDSetting=multi-class2024.05 | 68.6 | 82.4 | 79 | 73.9 | 97.3 | 25 | 32.7 | 89.6 | — | |
| RD4AD2026.05 | 68.6 | 82.4 | 79 | 73.9 | 97.3 | 25 | 32.7 | — | 89.6 | |
| ViTAD2026.05 | 67.9 | 82.7 | 80.2 | 73.7 | 97.2 | 24.3 | 32.3 | — | 84.8 | |
| UniADSetting=multi-class2024.05 | 67.5 | 83 | 80.9 | 74.3 | 97.3 | 21.1 | 29.2 | 86.7 | — | |
| UniADParams(M)=24.5, FLOPS(G)=3.62025.10 | 67.5 | — | — | — | — | — | — | — | — | |
| UniAD2026.05 | 67.5 | 83 | 80.9 | 74.3 | 97.3 | 21.1 | 29.2 | — | 86.7 | |
| RD4ADParadigm=reconstruction-based2026.05 | 66.9 | 72.8 | 93.9 | 93.6 | 88.9 | 22.3 | 28.1 | — | 68.9 | |
| OneNIPParadigm=reconstruction-based2026.05 | 66.7 | 73.3 | 94.2 | 93.5 | 88.3 | 24 | 29.4 | — | 64.5 | |
| DeSTSeg2026.05 | 64.2 | 82.3 | 79.2 | 73.2 | 94.6 | 37.9 | 41.7 | — | 40.6 | |
| UniADParadigm=reconstruction-based2026.05 | 63.6 | 67.5 | 92.4 | 93.3 | 87.1 | 18 | 24 | — | 62.8 | |
| DeSTSegParadigm=reconstruction-based2026.05 | 62.1 | 75 | 95 | 93.2 | 65.6 | 37.2 | 31.2 | — | 37.7 | |
| CFLOWParadigm=embedding-based2026.05 | 61.2 | 63.8 | 91.7 | 93.1 | 85.2 | 14.8 | 20 | — | 59.5 | |
| DIADSetting=multi-class2024.05 | 52.6 | 75.6 | 66.4 | 69.9 | 88 | 2.9 | 7.1 | 58.1 | — | |
| DiADParams(M)=1331.3, FLOPS(G)=451.52025.10 | 52.6 | — | — | — | — | — | — | — | — | |
| DiAD2026.05 | 52.6 | 75.6 | 66.4 | 69.9 | 88 | 2.9 | 7.1 | — | 58.1 | |
| SimpleNetParadigm=discrimination-based2026.05 | 48.7 | 53.7 | 88.5 | 93 | 62.6 | 4.8 | 8.8 | — | 29.5 | |
| DRAEMParadigm=discrimination-based2026.05 | 47.3 | 54.9 | 89.3 | 93.1 | 53.7 | 9.4 | 8.8 | — | 21.6 | |
| CFAParadigm=embedding-based2026.05 | 44.2 | 52.9 | 88.5 | 93 | 52.9 | 2.7 | 5.6 | — | 14.1 | |
| SimpleNetSetting=multi-class2024.05 | 42.3 | 57.2 | 53.4 | 61.5 | 75.7 | 2.8 | 6.5 | 39 | — | |
| SimpleNet2026.05 | 42.3 | 57.2 | 53.4 | 61.5 | 75.7 | 2.8 | 6.5 | — | 39 |