Unified Anomaly Detection on BTAD (P/I ROC & PR Metrics)
98.9ROC AUC (Pixel)HarmoniAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HarmoniAD2026.01 | 98.9 | 94.4 | 60.9 | 98.8 | |
| URD2026.01 | 98.5 | 92.4 | 59.3 | 98.1 | |
| FSRτ=0.9, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 97.3 | 95.5 | — | — | |
| FSRτ=Optimal, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 97.3 | 95.5 | — | — | |
| UniADParams(M)=26.48, FLOPs(G)=8.50, Inf. time(ms)=57.542026.03 | 97.2 | 92.4 | — | — | |
| FSRτ=0.1, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 97.2 | 95.2 | — | — | |
| FSRτ=0.3, Params(M)=125.64, FLOPs(G)=37.85, Inf. time(ms)=24.442026.03 | 97.2 | 95.4 | — | — | |
| MoEAD2026.01 | 97.1 | 92.3 | 51.3 | 98.2 | |
| PatchCoreParams(M)=68.88, FLOPs(G)=24.13, Inf. time(ms)=89.852026.03 | 97.1 | 94.6 | — | — | |
| RD4ADParams(M)=150.64, FLOPs(G)=38.94, Inf. time(ms)=30.592026.03 | 97.1 | 93.9 | — | — | |
| DiAD2026.01 | 96.9 | 92 | 47.9 | 94.4 | |
| PromptAD2026.01 | 96.5 | 90 | 55.5 | 94.2 | |
| DFM2026.01 | 96.3 | 68.8 | 48 | 82.8 | |
| KanoCLIP2026.01 | 90.6 | 96.5 | — | — | |
| FastFlowParams(M)=69.84, FLOPs(G)=36.24, Inf. time(ms)=37.742026.03 | 88.7 | 81.4 | — | — | |
| DRAEMParams(M)=97.42, FLOPs(G)=198.66, Inf. time(ms)=16.132026.03 | 86.8 | 88.1 | — | — | |
| PaDiMParams(M)=1310.77, FLOPs(G)=30.37, Inf. time(ms)=155.042026.03 | 82.9 | 45.4 | — | — | |
| WinCLIP2026.01 | 66.7 | 55.2 | 7.3 | 62.7 |