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Anomaly Segmentation research benchmarks – Page 3 · SOTA2 Research

Anomaly Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

87.3AUROC

13

Feb 26, 2026

84.7AUROC

13

Feb 26, 2026

StreetHazards (test)

CosMe (DeepLabV3+)

15.5FPR95

13

Feb 26, 2026

97.4AUROC

12

Jun 30, 2026

DTD-Synthetic (test)

0.923PRO

12

Feb 26, 2026

RoadAnomaly v1 (test)

0.902AP

12

Feb 26, 2026

96.1AUPR

12

Feb 26, 2026

SMIYC RO 2021 (test)

93.3AuPRC

12

Feb 26, 2026

SMIYC RA 2021 (test)

88.7AuPRC

12

Feb 26, 2026

98.4AUROC

11

Feb 26, 2026

SMIYC Obstacle (val)

96.91AUPR

11

Jul 7, 2026

SMIYC Anomaly Track

90.9AP

11

Feb 27, 2026

87.5Pixel AUROC (Agriculture)

10

Jun 24, 2026

99.4Candle AUROC

10

Mar 17, 2026

45.65AP

10

Feb 26, 2026

90.42AP

10

Feb 26, 2026

MVTec AD MVT2D (test)

98.4Pixel AUROC

10

May 15, 2026

CHRONIC real 2D CT lesion data

0.297DICE

10

Feb 26, 2026

KCH real 2D CT lesion data

0.631DICE

10

Feb 26, 2026

CROMIS real 2D CT lesion data

0.471DICE

10

Feb 26, 2026

nuScenes OoD Multi (val)

MinkowskiNet + Max Logit

90.1AUROC

9

Apr 28, 2026

nuScenes OoD Single (val)

Mask4Former3D + Deep Ensemble

91.79AUROC

9

Apr 28, 2026

VisA sequential (train)

13.2Candle Score

9

Mar 24, 2026

SegmentMeIfYouCan Obstacle Track

94.2AUPRC

9

Mar 5, 2026

SegmentMeIfYouCan Anomaly Track

96.3AUPRC

9

Mar 5, 2026

Page 3 of 7

Popular datasets

VisA MVTec AD SMIYC Fishyscapes BTAD

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