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Defect Classification research benchmarks · SOTA2 Research

Defect Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

97.7Accuracy

19

Feb 26, 2026

98.3Accuracy

19

Feb 26, 2026

Nomex XCT (production-order)

96.91Accuracy

8

May 28, 2026

Wind Turbine Blade Images

Logistic Regression

0.878AUC

4

Feb 26, 2026

SemiFA-930 (val)

90Accuracy

3

Apr 16, 2026

Multi-scale fracture-surface analysis dataset (train)

99.8Macro-F1

2

May 29, 2026

Multi-scale fracture-surface analysis dataset (val)

90.7Accuracy

2

May 29, 2026

94.5Accuracy

1

Feb 26, 2026

96.2Accuracy

1

Feb 26, 2026

Popular datasets

Multi-scale fracture-surface analysis dataset MVTec AD VisA Magnetic Tile Steel Surface

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