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Table 4 Comparison of detection performance for different crack detection algorithms (best results are emphasized in italics)

From: Discrete shearlet transform on GPU with applications in anomaly detection and denoising

Image

Method

AUC

F1score

PD | PF = 1 0 - 3

PD | PF = 1 0 - 4

1

Shearlet-C

0.99915

0.79916

0.8398

0.6746

Shearlet-I

0.99908

0.65810

0.7140

0.4247

Intensity

0.99874

0.73188

0.7411

0.5722

Canny

0.94457

0.27752

0.2114

0.1099

2

Shearlet-C

0.99999

0.98841

0.9989

0.9895

Shearlet-I

0.99557

0.62705

0.4837

0.3964

Intensity

0.99037

0.55404

0.4371

0.3342

Canny

0.99043

0.81787

0.6425

0.4462

3

Shearlet-C

0.99934

0.76418

0.8368

0.5874

Shearlet-I

0.99977

0.82353

0.9101

0.7098

Intensity

0.99650

0.45992

0.0543

0.0000

Canny

0.96248

0.19436

0.0000

0.0000