Anomaly Detection on MVTec-AD Separate setting
99.2Image AUROCFSR
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FSRτ=0.3, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | |
| FSRτ=Optimal, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | |
| PatchCoreParams(M)=68.88, FLOPs(G)=24.13, Inf. time(ms)=89.852026.03 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.1 | |
| FSRτ=0.1, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | |
| FSRτ=0.9, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.3 | |
| RD4ADParams(M)=150.64, FLOPs(G)=38.94, Inf. time(ms)=30.592026.03 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.8 | |
| DRAEMParams(M)=97.42, FLOPs(G)=198.66, Inf. time(ms)=16.132026.03 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.3 | |
| FastFlowParams(M)=69.84, FLOPs(G)=36.24, Inf. time(ms)=37.742026.03 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | |
| UniADParams(M)=26.48, FLOPs(G)=8.50, Inf. time(ms)=57.542026.03 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.6 | |
| PaDiMParams(M)=1310.77, FLOPs(G)=30.37, Inf. time(ms)=155.042026.03 | 95.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.5 | |
| CRADSetting=Separate2024.02 | — | 100 | 99.7 | 98.4 | 100 | 100 | 98.7 | 98.6 | 96.1 | 99.9 | 99.6 | 100 | 100 | 100 | 99.2 | 100 | 99.4 | — | |
| DRAEMSetting=Separate2024.02 | — | 99.2 | 91.8 | 98.5 | 100 | 98.7 | 98.9 | 93.9 | 100 | 93.1 | 100 | 97 | 99.9 | 100 | 99.6 | 99.1 | 98 | — | |
| MKDSetting=Separate2024.02 | — | 99.4 | 89.2 | 80.5 | 98.4 | 73.6 | 82.7 | 83.3 | 92.2 | 85.6 | 93.2 | 79.3 | 78 | 95.1 | 91.6 | 94.3 | 87.8 | — | |
| PaDiMSetting=Separate2024.02 | — | 99.9 | 92.7 | 91.3 | 92 | 98.7 | 93.3 | 85.8 | 96.1 | 97.4 | 90.3 | 99.8 | 96.7 | 100 | 98.1 | 99.2 | 95.5 | — | |
| PatchCoreSetting=Separate2024.02 | — | 100 | 99.4 | 97.8 | 100 | 100 | 96 | 97 | 99.7 | 100 | 99.5 | 98.7 | 97.9 | 100 | 99.3 | 99 | 99 | — | |
| RD4ADSetting=Separate2024.02 | — | 100 | 95 | 96.3 | 99.9 | 100 | 96.6 | 97 | 99.5 | 96.7 | 98.5 | 98.9 | 100 | 100 | 99.3 | 99.2 | 98.5 | — | |
| UniADSetting=Separate2024.02 | — | 100 | 97.6 | 85.3 | 99.9 | 99 | 88.3 | 91.9 | 95 | 100 | 96.7 | 99.9 | 98.5 | 100 | 99 | 97.9 | 96.6 | — | |
| USSetting=Separate2024.02 | — | 99 | 86.2 | 86.1 | 93.1 | 82 | 87.9 | 54.9 | 95.3 | 81.8 | 91.9 | 91.6 | 81 | 88.2 | 99.1 | 97.7 | 87.7 | — |