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ResearchFormerly WizWand

Anomaly Detection on OCT 2017

99.4Image-level AU-ROCANoCo (CLIP)
66.359274.937183.51592.0929Apr 8, 2025Jun 16, 2025Aug 24, 2025Nov 1, 2025Jan 9, 2026Mar 19, 2026May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ANoCo (CLIP)# refs=4-shot, Backbone=CLIP2026.0599.4—99.7
ANoCo (CLIP)# refs=8-shot, Backbone=CLIP2026.0599.3—99.7
InvADEvaluation Setting=single-class, FPS=882025.049987.2—
PatchCoreEvaluation Setting=single-class, FPS=202025.0498.686.4—
hyperbolic frameworkBackbone=WideResNet50, Feature extractor dimensionality=1024, Patch size=3, Optimizer=Adam, Learning rate=10^-3, Batch size=32, Epochs=502025.0597.85——
ANoCo (CLIP)# refs=2-shot, Backbone=CLIP2026.0597.7—99.2
ANoCo (WRN)# refs=8-shot, Backbone=WRN2026.0597.7—99.1
InCTRL# refs=8-shot2026.0597.4—99.1
RD4ADEvaluation Setting=single-class, FPS=202025.0497.384.2—
WinCLIP# refs=8-shot2026.0597—99
InCTRL# refs=4-shot2026.0596.8—98.9
ANoCo (WRN)# refs=4-shot, Backbone=WRN2026.0596.6—98.7
WinCLIP# refs=4-shot2026.0596.2—98.6
ANoCo (WRN)# refs=2-shot, Backbone=WRN2026.0595—97.8
InCTRL# refs=2-shot2026.0594.9—98.3
RD4ADBackbone=WideResNet502025.0594.88——
SimpleNetEvaluation Setting=single-class, FPS=102025.0494.780.7—
WinCLIP# refs=2-shot2026.0594.7—98.3
STFPMBackbone=WideResNet502025.0591.88——
PaDiMEvaluation Setting=single-class, FPS=202025.0491.879.9—
PatchCoreBackbone=WideResNet502025.0590.17——
CFlowEvaluation Setting=single-class, FPS=152025.0485.477—
PatchCore# refs=8-shot2026.0580.6—90.4
CFABackbone=WideResNet502025.0579.1——
PatchCore# refs=4-shot2026.0576.8—88.1
RegAD# refs=8-shot2026.0574.4—88.6
PatchCore# refs=2-shot2026.0573—86.6
RegAD# refs=4-shot2026.0572.7—86.1
RegAD# refs=2-shot2026.0570.1—84.6
PaDiMBackbone=WideResNet502025.0567.63——