Anomaly Detection on MVTec-AD Unified setting (Per-Category AUROC)
98.3Image AUROCFSR
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FSRτ=0.9, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | |
| FSRτ=Optimal, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | |
| HarmoniAD2026.01 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | 58.3 | 99.5 | — | |
| MoEAD2026.01 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | 43.8 | 97.9 | — | |
| DiAD2026.01 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.8 | 49 | 96.9 | — | |
| FSRτ=0.3, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | |
| FSRτ=0.1, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.9 | |
| UniADParams(M)=26.48, FLOPs(G)=8.50, Inf. time(ms)=57.542026.03 | 96.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.8 | |
| PatchCoreParams(M)=68.88, FLOPs(G)=24.13, Inf. time(ms)=89.852026.03 | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.7 | |
| KanoCLIP2026.01 | 94.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.1 | — | — | — | |
| RD4ADParams(M)=150.64, FLOPs(G)=38.94, Inf. time(ms)=30.592026.03 | 93.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | |
| PromptAD2026.01 | 91.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.4 | 49.3 | 95.8 | — | |
| FastFlowParams(M)=69.84, FLOPs(G)=36.24, Inf. time(ms)=37.742026.03 | 91.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.2 | |
| URD2026.01 | 90.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.8 | 47.4 | 96.7 | — | |
| DRAEMParams(M)=97.42, FLOPs(G)=198.66, Inf. time(ms)=16.132026.03 | 88.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.2 | |
| PaDiMParams(M)=1310.77, FLOPs(G)=30.37, Inf. time(ms)=155.042026.03 | 84.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 89.5 | |
| WinCLIP2026.01 | 71.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.4 | 17.8 | 84.5 | — | |
| DFM2026.01 | 69.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.5 | 42.4 | 89.8 | — | |
| CRADSetting=Unified2024.02 | — | 100 | 99.1 | 97 | 100 | 100 | 98.6 | 97.6 | 99.2 | 99.8 | 99.2 | 99.9 | 100 | 100 | 99.6 | 100 | 99.3 | — | — | — | — | |
| DRAEMSetting=Unified2024.02 | — | 97.5 | 57.8 | 65.3 | 93.7 | 72.8 | 82.2 | 92 | 90.6 | 74.8 | 98.8 | 98 | 99.3 | 98.7 | 99.8 | 99.8 | 88.1 | — | — | — | — | |
| HVQ-TSetting=Unified2024.02 | — | 100 | 99 | 95.4 | 100 | 99.9 | 95.8 | 95.6 | 93.6 | 99.7 | 97.9 | 99.9 | 97 | 100 | 99.3 | 97.2 | 98 | — | — | — | — | |
| MKDSetting=Unified2024.02 | — | 98.7 | 78.2 | 68.3 | 97.1 | 64.9 | 79.7 | 75.6 | 75.3 | 73.4 | 87.4 | 69.8 | 83.8 | 93.6 | 89.5 | 93.4 | 81.9 | — | — | — | — | |
| PaDiMSetting=Unified2024.02 | — | 97.9 | 70.9 | 73.4 | 85.5 | 88 | 68.8 | 56.9 | 95.3 | 86.6 | 79.7 | 93.8 | 73.9 | 99.9 | 93.3 | 98.4 | 84.2 | — | — | — | — | |
| PatchCoreSetting=Unified2024.02 | — | 100 | 99.7 | 90.9 | 100 | 99.9 | 96.9 | 90.1 | 100 | 99.7 | 94.7 | 97.1 | 96.3 | 100 | 99.5 | 99 | 97.6 | — | — | — | — | |
| RD4ADSetting=Unified2024.02 | — | 98.7 | 85 | 95.5 | 87.1 | 99.4 | 52.6 | 97.3 | 99.4 | 92.4 | 99.6 | 97.1 | 99.7 | 100 | 97.5 | 99.2 | 93.4 | — | — | — | — | |
| UniADSetting=Unified2024.02 | — | 99.7 | 95.2 | 86.9 | 99.8 | 99.2 | 93.7 | 87.5 | 94.2 | 99.8 | 95.8 | 99.8 | 98.2 | 100 | 99 | 98.6 | 96.5 | — | — | — | — | |
| USSetting=Unified2024.02 | — | 84 | 60 | 57.6 | 95.8 | 62.7 | 56.1 | 66.9 | 57.8 | 61 | 78.6 | 86.6 | 69.2 | 97.2 | 93.7 | 90.6 | 74.5 | — | — | — | — |