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ResearchFormerly WizWand

Anomaly Localization on VisA (AUROC, PRO, AP)

93.1PROHyperFSAD
44.42857.06469.782.336Mar 6, 2026Mar 17, 2026Mar 28, 2026Apr 8, 2026Apr 19, 2026Apr 30, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HyperFSADShots=4-shot2026.0593.1—41.4
HyperFSADShots=2-shot2026.0592.4—40.4
ReMP-ADShots=4-shot, Pub./Year=ICCV’252026.0592.3—41.6
ReMP-ADShots=2-shot, Pub./Year=ICCV’252026.0592—38.8
HyperFSADShots=1-shot2026.0591.7—38.7
ReMP-ADShots=1-shot, Pub./Year=ICCV’252026.0591.5—37.2
FB-CLIPZero-shot=true2026.0391.496.3—
WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0390.195.628.9
PromptADShots=4-shot, Pub./Year=CVPR’242026.0589.5—37.5
PromptADShots=2-shot, Pub./Year=CVPR’242026.0589.4—34.4
AF-CLIPZero-shot=true2026.0388.796.2—
PromptADShots=1-shot, Pub./Year=CVPR’242026.0588.4—29.1
FAPromptZero-shot=true2026.0387.795.9—
AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.038795.521.3
AnomalyCLIPZero-shot=true2026.038795.5—
APRIL-GANShots=1-shot, Pub./Year=CVPR’232026.0587—29.3
CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0386.99526.3
VANDZero-shot=true2026.0386.894.2—
APRIL-GANShots=2-shot, Pub./Year=CVPR’232026.0586.8—30.1
APRIL-GANShots=4-shot, Pub./Year=CVPR’232026.0586.6—30.6
WinCLIPShots=4-shot, Pub./Year=CVPR’232026.0586.5—25.7
FastReconShots=4-shot, Pub./Year=ICCV’232026.0586.2—32.5
WinCLIPShots=2-shot, Pub./Year=CVPR’232026.0585.9—23.6
KAG-promptShots=4-shot, Pub./Year=AAAI’252026.0585.5—38.8
FastReconShots=1-shot, Pub./Year=ICCV’232026.0585.2—26
WinCLIPShots=1-shot, Pub./Year=CVPR’232026.0585.2—19.2
FastReconShots=2-shot, Pub./Year=ICCV’232026.0585.2—30.6
KAG-promptShots=2-shot, Pub./Year=AAAI’252026.0585.2—37.5
KAG-promptShots=1-shot, Pub./Year=AAAI’252026.0583.5—37
AA-CLIPZero-shot=true2026.038395.5—
RegADShots=4-shot, Pub./Year=20222026.0572.8—21.4
Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0371.395.129.2
RegADShots=2-shot, Pub./Year=20222026.0570.2—21.6
RegADShots=1-shot, Pub./Year=20222026.0568.7—17.9
AnomalyGPTShots=4-shot, Pub./Year=AAAI’242026.0565.4—20.8
AnomalyGPTShots=1-shot, Pub./Year=AAAI’242026.0565.3—16.8
AnomalyGPTShots=2-shot, Pub./Year=AAAI’242026.0565—19.7
AdaCLIPZero-shot=true2026.036095.8—
WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0356.879.65
WinCLIPZero-shot=true2026.0356.879.6—
AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.0346.395.525