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Anomaly Segmentation research benchmarks – Page 7 · SOTA2 Research

Anomaly Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Semi-orthogonal embedding

0.921AUC

4

Feb 26, 2026

AnomalyShapeNet

0.839Instance AUROC

3

Jun 29, 2026

AnomalyShapeNet (test)

0.839AUROC (Instance)

3

Feb 26, 2026

98.5AUROC

3

Feb 26, 2026

98.4AUROC

3

Feb 26, 2026

MVTec-AD 16-shot (test)

97.5AUROC

3

Feb 26, 2026

92.05AUC

3

Feb 26, 2026

97.85AUC

3

Feb 26, 2026

BrainMRI (test)

91.79AUC

3

Feb 26, 2026

Medical AD (test)

98.67Average AUC

3

Feb 26, 2026

SegmentMeIfYouCan

84GFLOPs

3

Feb 26, 2026

MVTec-3D (test)

PatchCore + FPFH

0.992Pixel AUROC

3

Feb 26, 2026

39.28Dice (FPR 10%)

3

Feb 26, 2026

BTCV+LiTs (val)

7.19Dice (FPR 10%)

3

Feb 26, 2026

BraTS 2021 (val)

31.89Dice (FPR 10%)

3

Feb 26, 2026

98.8AUROC

2

Feb 26, 2026

MVTec-AD full-shot

98.2AUROC

2

Feb 26, 2026

MVTec 3D-AD RGB+3D (test)

0.992Pixel AUROC

2

Feb 26, 2026

Page 7 of 7

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