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ResearchFormerly WizWand

Anomaly Localization on ShanghaiTech (Pixel-level AUROC)

92.6Pixel AUROCResAD
7781.0585.189.15Oct 26, 2024
Updated 8mo ago

Evaluation results

MethodLinks
ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.1092.6
ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.1091.9
ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1089.5
WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.1088.6
ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1088.5
PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1088.2
WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.1088.1
PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1087.8
RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1087.7
SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1087.4
RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1087.3
SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1087
PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1085.9
PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1085.6
UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1079.4
UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1079.4
RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1077.6
RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1077.6