Visual Anomaly Detection Performance and Efficiency on ViSA
89Image F1PatchCore
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PatchCoreStrategy=clpp 30k, Backbone=PhiNet2026.04 | 89 | 7 | 3.46 | 23.41 | |
| PatchCoreStrategy=clpp 30k, Backbone=MCUNet2026.04 | 88 | 7 | 2.29 | 16.45 | |
| PatchCoreStrategy=clpp 30k, Backbone=MobileNet2026.04 | 88 | 7 | 4.15 | 31.04 | |
| PatchCoreStrategy=clpp 10k, Backbone=MobileNet2026.04 | 86 | 6 | 2.06 | 12.11 | |
| PatchCoreStrategy=clpp 10k, Backbone=PhiNet2026.04 | 86 | 6 | 1.77 | 8.14 | |
| PatchCoreStrategy=clpp 10k, Backbone=MCUNet2026.04 | 85 | 5 | 1.14 | 6.06 | |
| PaDiMStrategy=cl multi, Backbone=MobileNet2026.04 | 84 | 29 | 11.96 | 1,469.91 | |
| PaDiMStrategy=cl multi, Backbone=MCUNet2026.04 | 83 | 24 | 2.24 | 447.82 | |
| PaDiMStrategy=cl multi, Backbone=PhiNet2026.04 | 82 | 24 | 6.52 | 959.62 | |
| STFPMStrategy=cl 40, Backbone=MobileNet2026.04 | 80 | 24 | 0.9 | 11.21 | |
| PaDiM LiteStrategy=cl multi, Backbone=MCUNet2026.04 | 79 | 18 | 0.34 | 25.59 | |
| PaDiM LiteStrategy=cl multi, Backbone=MobileNet2026.04 | 79 | 21 | 0.57 | 46.67 | |
| STFPMStrategy=cl 100, Backbone=MobileNet2026.04 | 79 | 20 | 0.9 | 19.82 | |
| paSTeStrategy=cl 40, Backbone=MobileNet2026.04 | 79 | 25 | 0.68 | 8.32 | |
| paSTeStrategy=cl 100, Backbone=MobileNet2026.04 | 78 | 28 | 0.68 | 16.94 | |
| paSTeStrategy=cl 40, Backbone=MCUNet2026.04 | 78 | 20 | 0.32 | 6.6 | |
| PaDiMStrategy=cl uni, Backbone=MCUNet2026.04 | 77 | 17 | 0.36 | 29.86 | |
| PaDiMStrategy=cl uni, Backbone=MobileNet2026.04 | 77 | 22 | 1.22 | 98 | |
| PaDiM LiteStrategy=cl multi, Backbone=PhiNet2026.04 | 77 | 14 | 0.52 | 37.63 | |
| STFPMStrategy=cl 40, Backbone=MCUNet2026.04 | 77 | 18 | 0.45 | 7.58 | |
| paSTeStrategy=cl 100, Backbone=MCUNet2026.04 | 77 | 24 | 0.32 | 15.22 | |
| CFAStrategy=cl 100, Backbone=MCUNet2026.04 | 76 | 16 | 3.03 | 17.01 | |
| CFAStrategy=cl 40, Backbone=MCUNet2026.04 | 76 | 12 | 3.03 | 8.39 | |
| PaDiMStrategy=cl uni, Backbone=PhiNet2026.04 | 76 | 13 | 0.81 | 63.98 | |
| STFPMStrategy=cl 100, Backbone=MCUNet2026.04 | 76 | 17 | 0.45 | 16.19 | |
| CFAStrategy=cl 100, Backbone=MobileNet2026.04 | 75 | 20 | 5.73 | 20.46 | |
| CFAStrategy=cl 40, Backbone=MobileNet2026.04 | 75 | 17 | 5.73 | 11.84 | |
| PaDiM LiteStrategy=cl uni, Backbone=MCUNet2026.04 | 74 | 7 | 0.23 | 1.71 | |
| PaDiM LiteStrategy=cl uni, Backbone=PhiNet2026.04 | 74 | 4 | 0.41 | 2.51 | |
| STFPMStrategy=cl 100, Backbone=PhiNet2026.04 | 74 | 12 | 0.81 | 15.43 | |
| SimpleNetStrategy=cl 100, Backbone=MobileNet2026.04 | 74 | 14 | 1.2 | 17.41 | |
| CFAStrategy=cl 100, Backbone=PhiNet2026.04 | 73 | 13 | 4.6 | 17.58 | |
| PaDiM LiteStrategy=cl uni, Backbone=MobileNet2026.04 | 73 | 4 | 0.46 | 3.11 | |
| STFPMStrategy=cl 40, Backbone=PhiNet2026.04 | 73 | 2 | 0.81 | 6.82 | |
| SimpleNetStrategy=cl 100, Backbone=MCUNet2026.04 | 73 | 7 | 0.53 | 15.36 | |
| SimpleNetStrategy=cl 40, Backbone=MCUNet2026.04 | 73 | 5 | 0.53 | 6.74 | |
| SimpleNetStrategy=cl 40, Backbone=MobileNet2026.04 | 73 | 14 | 1.2 | 8.8 | |
| SimpleNetStrategy=cl 40, Backbone=PhiNet2026.04 | 73 | 6 | 0.93 | 6.52 | |
| paSTeStrategy=cl 100, Backbone=PhiNet2026.04 | 73 | 2 | 0.56 | 14.8 | |
| paSTeStrategy=cl 40, Backbone=PhiNet2026.04 | 73 | 4 | 0.56 | 6.18 | |
| CFAStrategy=cl 40, Backbone=PhiNet2026.04 | 72 | 10 | 4.6 | 8.97 | |
| SimpleNetStrategy=cl 100, Backbone=PhiNet2026.04 | 72 | 6 | 0.93 | 15.14 |