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Awesome Anomaly Papers: Benchmark

This repo lists awesome anomaly detection papers. There could be some overlap between Papers with Code as we aim to list top-performing papers here.

Model	Featured in Anomalib	Segmentation AUC	Classification AUC
PatchCore	✅	98.1	99.1
PaDiM	✅	97.5	97.9
STFPM	✅	97.0	95.5
InTra	🔜	96.9	95.9
SPADE	🔜	96.5	85.5
CutPaste	❌	96.0	95.2
FCDD - SS	❌	96.0
Patch-SVDD	❌	95.7	92.1
DFR	❌	95.5	93.8
IGD	❌	93.0	93.4
RotPred	❌	93.0	86.3
Cavga Weak	❌	93.0
FCDD	❌	92.0	88.0
RIAD	❌	92.0
DisAug CLR	❌	90.4	86.5
CAVGA	❌	89.0
AE-SSIM	🔜	87.0
CutPaste FT	❌		97.1
Gaussian AD	❌		95.8
DifferNet	❌		94.9
MOCCA	❌	87.5	88.0