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Papers Benchmarks Datasets Tasks

Anomaly Segmentation research benchmarks – Page 6 · SOTA2 Research

Anomaly Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

53.7DICE

6

Feb 26, 2026

37.8DICE

6

Feb 26, 2026

0.232DICE

6

Feb 26, 2026

Anomaly-56K anomalous images (test)

79.2Dice Score

5

Apr 15, 2026

98.6AUROC

5

Mar 9, 2026

Object Defect Type Split

12.07Fp

5

Feb 26, 2026

RoadAnomaly (val)

54.31AuIoU

5

Feb 26, 2026

SMIYC Anomaly (val)

54.33AuIoU

5

Feb 26, 2026

SegmentMeIfYouCan public leaderboard (test)

94.5AUPR

5

Feb 26, 2026

VAND Challenge Few-shot track 2023

0.471F1-max-segm

5

Feb 26, 2026

BTAD Overall (test)

98.2AUROC

5

Feb 26, 2026

BTAD Category 3 (test)

0.998AUROC

5

Feb 26, 2026

BTAD Category 2 (test)

97.6AUROC

5

Feb 26, 2026

BTAD Category 1 (test)

97.3AUROC

5

Feb 26, 2026

Synthetic dataset

Integrated CX-GAN

91.4IoU Score

4

May 8, 2026

SemanticKITTI OoD (Multi)

Mask4Former3D + Deep Ensemble

92.19AUROC

4

Apr 28, 2026

SemanticPOSS OoD (Multi)

90.84AUROC

4

Apr 28, 2026

SemanticPOSS OoD (Single)

91.51AUROC

4

Apr 28, 2026

98.8AUROC (Segm)

4

Feb 26, 2026

MVTec AD 40 (test)

RareCLIP + AnoRefiner

0.978AUROC (Segmentation)

4

Feb 26, 2026

MVTec-AD 8-shot (test)

97.8AUROC

4

Feb 26, 2026

Total Aggregate

16.19False Positives

4

Feb 26, 2026

Texture Defect Type Split

20.94False Positives

4

Feb 26, 2026

0.094Fp

4

Feb 26, 2026

mSTC (subsampled)

91.8Pixelwise AUROC

4

Feb 26, 2026

Page 6 of 7

Popular datasets

VisA MVTec AD SMIYC Fishyscapes BTAD

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