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Anomaly Localization research benchmarks – Page 4 · SOTA2 Research

Anomaly Localization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MVTec 3D-AD (test)

98.6PRO@30% (Bagel)

8

Jul 8, 2026

51.7Precision

8

May 19, 2026

95.8P-AUROC

8

Apr 23, 2026

98.3mAUC

8

Apr 8, 2026

Retina OCT Medical (test)

96.1AUROC

8

Mar 30, 2026

Liver CT Medical (test)

97.3AUROC

8

Mar 30, 2026

BrainMRI Medical (test)

97AUROC

8

Mar 30, 2026

Kvasir Medical (test)

88.8AUROC

8

Mar 30, 2026

ClinicDB Medical (test)

0.904AUROC

8

Mar 30, 2026

ColonDB Medical (test)

85.1AUROC

8

Mar 30, 2026

VisA Industrial (test)

95.9AUROC

8

Mar 30, 2026

RSDD Industrial (test)

99.5AUROC

8

Mar 30, 2026

MPDD Industrial (test)

97AUROC

8

Mar 30, 2026

BTAD Industrial (test)

96.5AUROC

8

Mar 30, 2026

MVTec-AD Industrial (test)

91.7AUROC

8

Mar 30, 2026

0.966AUROC

8

Feb 27, 2026

95.7Pixel PRO

8

Feb 26, 2026

MVTec AD & VisA Average (test)

98.5AUROC

8

Feb 26, 2026

97.9Avg Texture Score

8

Feb 26, 2026

BrainMIR (in-house)

98.53AUC

7

Jul 7, 2026

ReX Internal n=157 (val)

21.5DSC

7

Apr 28, 2026

Subspace-Guided Feature Reconstruction

34.1AP

7

Apr 15, 2026

MMAD-BBox 1-shot

AD-Copilot-Thinking

25.3mIoU

7

Mar 17, 2026

Uni-Medical Mean

83.7AU-ROC

7

Mar 10, 2026

Uni-Medical retinal

93.6AU-ROC

7

Mar 10, 2026

Page 4 of 7

Popular datasets

VisA MVTec AD BTAD MPDD PCB-Bank

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