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Papers Benchmarks Datasets Tasks

Surface Defect Detection research benchmarks · SOTA2 Research

Surface Defect Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Magnetic Tile Defects (MTD)

56Image-level AUROC

8

Jun 2, 2026

KolektorSDD 2 (test)

93.8Image-level AUROC

8

Jun 2, 2026

55.2Image-level AUROC

8

Jun 2, 2026

Rail Surface Defect Detection (RSDD)

97.89Pixel-level AUROC

8

Jun 2, 2026

70.1mAP

6

Jun 15, 2026

GC10-Det (train/test)

DPBP (Proposed)

1,064.89Training Time (s)

4

Jun 1, 2026

Popular datasets

KolektorSDD GC10-Det Magnetic Tile Defects (MTD)Rail Surface Defect Detection (RSDD)

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