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Table 4 The average PSNR and SSIM values for different patch and dictionary sizes (4 ×)

From: Noisy image magnification with total variation regularization and order-changed dictionary learning

Patch size

Dictionary size

  
 

256

512

1,024

256

512

1,024

 

σ=5

σ=10

3

28.803

28.730

28.831

25.688

25.623

25.710

 

0.8333

0.8306

0.8354

0.6544

0.6575

0.6490

5

28.799

28.769

28.877

25.637

25.704

25.607

 

0.8317

0.8289

0.8342

0.6498

0.6607

0.6505

7

28.850

28.382

28.417

25.639

26.372

26.314

 

0.8328

0.8008

0.8031

0.6486

0.6780

0.6782

 

σ=15

σ=20

3

22.076

22.027

21.945

19.302

19.217

19.366

 

0.3863

0.3892

0.3892

0.3472

0.3473

0.3455

5

22.123

21.885

22.151

19.458

19.173

19.353

 

0.3971

0.3837

0.4024

0.3495

0.3413

0.3551

7

21.962

23.776

23.777

19.212

21.650

21.870

 

0.3905

0.4734

0.4695

0.3397

0.4405

0.4628

  1. PSNR, peak signal-to-noise ratio; SSIM, structural similarity.