Anomaly Detection on 16-dataset benchmark average
92.7I-AUROCMRAD-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRAD-CLIPInf. (ms/img)=203.0, Params=9,491,968, Time / epo (s)=353, Model-size (MB)=54, Mem (GB)=9.42026.01 | 92.7 | 92.7 | |
| MRAD-FTInf. (ms/img)=198.8, Params=2,755,584, Time / epo (s)=334, Model-size (MB)=10, Mem (GB)=7.82026.01 | 92 | 91.9 | |
| FAPromptInf. (ms/img)=233.1, Params=9,612,256, Time / epo (s)=449, Model-size (MB)=39, Mem (GB)=11.02026.01 | 91.3 | 90.7 | |
| AnomalyCLIPInf. (ms/img)=177.6, Params=5,555,200, Time / epo (s)=341, Model-size (MB)=22, Mem (GB)=7.92026.01 | 90.1 | 91.6 | |
| AdaCLIPInf. (ms/img)=226.2, Params=10,665,472, Time / epo (s)=753, Model-size (MB)=41, Mem (GB)=12.02026.01 | 87.8 | 85.6 | |
| MRAD-TFInf. (ms/img)=198.32026.01 | 81 | 85.5 | |
| WinCLIPInf. (ms/img)=840.32026.01 | 75.1 | 73 |