Anomaly Detection on MVTec FS
99.05I-AUCUniADC(DINO)
Evaluation Results
| Method | Links | |
|---|---|---|
| UniADC(DINO)Kn=2, Ka=2, Backbone=DINOv2 ViT-L/142025.11 | 99.05 | |
| UniADC(CLIP)Kn=2, Ka=2, Backbone=CLIP ViT-L/142025.11 | 98.75 | |
| UniADC(DINO)Kn=4, Ka=1, Backbone=DINOv2 ViT-L/142025.11 | 98.7 | |
| UniADC(CLIP)Kn=4, Ka=1, Backbone=CLIP ViT-L/142025.11 | 98.57 | |
| UniADC(DINO)Kn=2, Ka=1, Backbone=DINOv2 ViT-L/142025.11 | 98.56 | |
| UniADC(DINO)Kn=1, Ka=1, Backbone=DINOv2 ViT-L/142025.11 | 98.42 | |
| UniADC(CLIP)Kn=2, Ka=1, Backbone=CLIP ViT-L/142025.11 | 98.35 | |
| UniADC(CLIP)Kn=1, Ka=1, Backbone=CLIP ViT-L/142025.11 | 97.69 | |
| NAGL+ZipAFKn=4, Ka=12025.11 | 97.14 | |
| NAGL+ZipAFKn=2, Ka=22025.11 | 96.74 | |
| PromptAD+ZipAFKn=4, Ka=12025.11 | 96.49 | |
| NAGL+ZipAFKn=2, Ka=12025.11 | 96.41 | |
| AnomalyCLIP+ZipAFKn=4, Ka=12025.11 | 95.98 | |
| AnomalyCLIP+ZipAFKn=2, Ka=12025.11 | 95.94 | |
| AnomalyCLIP+ZipAFKn=2, Ka=22025.11 | 95.93 | |
| NAGL+ZipAFKn=1, Ka=12025.11 | 95.6 | |
| AnomalyCLIP+ZipAFKn=1, Ka=12025.11 | 95.59 | |
| WinCLIP+ZipAFKn=4, Ka=12025.11 | 95.17 | |
| PromptAD+ZipAFKn=2, Ka=22025.11 | 95.16 | |
| PromptAD+ZipAFKn=2, Ka=12025.11 | 94.58 | |
| WinCLIP+ZipAFKn=2, Ka=12025.11 | 94.37 | |
| WinCLIP+ZipAFKn=2, Ka=22025.11 | 94.37 | |
| WinCLIP+ZipAFKn=1, Ka=12025.11 | 93.2 | |
| PromptAD+ZipAFKn=1, Ka=12025.11 | 92.74 | |
| PatchCore+ZipAFKn=4, Ka=12025.11 | 90.75 | |
| PatchCore+ZipAFKn=2, Ka=12025.11 | 88.49 | |
| PatchCore+ZipAFKn=2, Ka=22025.11 | 88.49 | |
| PatchCore+ZipAFKn=1, Ka=12025.11 | 84.76 | |
| SegDINOKn=2, Ka=22025.11 | 84.42 | |
| SegDINOKn=4, Ka=12025.11 | 82.33 | |
| SegDINOKn=2, Ka=12025.11 | 79.31 | |
| SegDINOKn=1, Ka=12025.11 | 79.19 |