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ResearchFormerly WizWand

Anomaly Detection on MVTec FS

99.05I-AUCUniADC(DINO)
78.395683.757889.1294.4822Nov 10, 2025
Updated 4mo ago

Evaluation results

MethodLinks
UniADC(DINO)Kn=2, Ka=2, Backbone=DINOv2 ViT-L/142025.1199.05
UniADC(CLIP)Kn=2, Ka=2, Backbone=CLIP ViT-L/142025.1198.75
UniADC(DINO)Kn=4, Ka=1, Backbone=DINOv2 ViT-L/142025.1198.7
UniADC(CLIP)Kn=4, Ka=1, Backbone=CLIP ViT-L/142025.1198.57
UniADC(DINO)Kn=2, Ka=1, Backbone=DINOv2 ViT-L/142025.1198.56
UniADC(DINO)Kn=1, Ka=1, Backbone=DINOv2 ViT-L/142025.1198.42
UniADC(CLIP)Kn=2, Ka=1, Backbone=CLIP ViT-L/142025.1198.35
UniADC(CLIP)Kn=1, Ka=1, Backbone=CLIP ViT-L/142025.1197.69
NAGL+ZipAFKn=4, Ka=12025.1197.14
NAGL+ZipAFKn=2, Ka=22025.1196.74
PromptAD+ZipAFKn=4, Ka=12025.1196.49
NAGL+ZipAFKn=2, Ka=12025.1196.41
AnomalyCLIP+ZipAFKn=4, Ka=12025.1195.98
AnomalyCLIP+ZipAFKn=2, Ka=12025.1195.94
AnomalyCLIP+ZipAFKn=2, Ka=22025.1195.93
NAGL+ZipAFKn=1, Ka=12025.1195.6
AnomalyCLIP+ZipAFKn=1, Ka=12025.1195.59
WinCLIP+ZipAFKn=4, Ka=12025.1195.17
PromptAD+ZipAFKn=2, Ka=22025.1195.16
PromptAD+ZipAFKn=2, Ka=12025.1194.58
WinCLIP+ZipAFKn=2, Ka=12025.1194.37
WinCLIP+ZipAFKn=2, Ka=22025.1194.37
WinCLIP+ZipAFKn=1, Ka=12025.1193.2
PromptAD+ZipAFKn=1, Ka=12025.1192.74
PatchCore+ZipAFKn=4, Ka=12025.1190.75
PatchCore+ZipAFKn=2, Ka=12025.1188.49
PatchCore+ZipAFKn=2, Ka=22025.1188.49
PatchCore+ZipAFKn=1, Ka=12025.1184.76
SegDINOKn=2, Ka=22025.1184.42
SegDINOKn=4, Ka=12025.1182.33
SegDINOKn=2, Ka=12025.1179.31
SegDINOKn=1, Ka=12025.1179.19