Table 6 Abnormal detection and localization results on magnetic tiles.

From: A novel dual-student reverse knowledge distillation method for magnetic tile defect detection

Model

Image Auroc

Pixel Auroc

Pixel Aupro

Image F1

Image ACC

FOD

0.907

0.841

0.539

0.902

0.932

CKAAD

0.853

0.746

0.555

0.839

0.795

SimpleNet

0.912

0.917

0.472

0.916

0.849

PBAS

0.836

0.815

0.461

0.912

0.836

FastFlow

0.758

0.782

0.351

0.787

0.726

RD4AD

0.815

0.852

0.558

0.931

0.877

IKD

0.881

0.87

0.532

0.878

0.932

BSDRD

0.904

0.931

0.615

0.938

0.945

  1. We reported the results of five metrics, including Image-level and Pixel-level.