Anomaly Detection on MVTec AD Few-shot-8 setting
93.5Image AUROCFSR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FSRτ=0.1, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 93.5 | 97.8 | |
| FSRτ=Optimal, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 93.5 | 97.8 | |
| FSRτ=0.3, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 92.5 | 97.4 | |
| FastFlowParams(M)=69.84, FLOPs(G)=36.24, Inf. time(ms)=37.742026.03 | 92.4 | 97 | |
| PatchCoreParams(M)=68.88, FLOPs(G)=24.13, Inf. time(ms)=89.852026.03 | 92.1 | 96.5 | |
| RD4ADParams(M)=150.64, FLOPs(G)=38.94, Inf. time(ms)=30.592026.03 | 90.5 | 95.9 | |
| FSRτ=0.9, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 90.4 | 96.6 | |
| UniADParams(M)=26.48, FLOPs(G)=8.50, Inf. time(ms)=57.542026.03 | 88.8 | 94.5 | |
| PaDiMParams(M)=1310.77, FLOPs(G)=30.37, Inf. time(ms)=155.042026.03 | 82.8 | 93.3 | |
| DRAEMParams(M)=97.42, FLOPs(G)=198.66, Inf. time(ms)=16.132026.03 | 81.2 | 91.5 |