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Bayer Sampling Structure - Complete Set of Results

The table below is a complete set of results for demosaicking using the Bayer structure. It provides the 24 original and demosaicked images in TIFF format (uncompressed) and in JPG format (saved with ‘quality’ 90 in MATLAB). Each cell shows the CPSNR (dB) and the S-CIELAB metric.

The methods used to obtain the results are described below the table.

No. Thumb Original A B C D E F G (ST) H (TO) I (STRE) J (TORE)
1 thumb 1 TIFF

JPG

TIFF

JPG

37.79 1.255

TIFF

JPG

36.08 1.355

TIFF

JPG

38.51 1.108

TIFF

JPG

34.98 1.248

TIFF

JPG

38.28 1.198

TIFF

JPG

38.13 1.156

TIFF

JPG

39.55 1.052

TIFF

JPG

38.67 1.133

TIFF

JPG

38.17 1.193

TIFF

JPG

37.92 1.190

2 thumb 2 TIFF

JPG

TIFF

JPG

39.64 0.719

TIFF

JPG

40.14 0.704

TIFF

JPG

40.92 0.648

TIFF

JPG

39.11 0.801

TIFF

JPG

39.84 0.718

TIFF

JPG

40.01 0.671

TIFF

JPG

41.54 0.581

TIFF

JPG

40.81 0.642

TIFF

JPG

40.84 0.628

TIFF

JPG

40.65 0.664

3 thumb 3 TIFF

JPG

TIFF

JPG

41.61 0.556

TIFF

JPG

41.88 0.601

TIFF

JPG

42.73 0.479

TIFF

JPG

40.91 0.574

TIFF

JPG

42.10 0.548

TIFF

JPG

41.65 0.534

TIFF

JPG

43.22 0.481

TIFF

JPG

43.37 0.509

TIFF

JPG

42.76 0.490

TIFF

JPG

42.22 0.512

4 thumb 4 TIFF

JPG

TIFF

JPG

40.16 0.727

TIFF

JPG

40.45 0.76

TIFF

JPG

41.08 0.671

TIFF

JPG

38.73 0.851

TIFF

JPG

40.85 0.706

TIFF

JPG

40.62 0.688

TIFF

JPG

42.01 0.610

TIFF

JPG

41.34 0.644

TIFF

JPG

41.38 0.639

TIFF

JPG

41.09 0.666

5 thumb 5 TIFF

JPG

TIFF

JPG

37.57 1.097

TIFF

JPG

36.75 1.170

TIFF

JPG

38.09 1.070

TIFF

JPG

35.26 1.309

TIFF

JPG

38.01 1.117

TIFF

JPG

37.85 1.052

TIFF

JPG

38.78 0.941

TIFF

JPG

38.30 1.024

TIFF

JPG

38.09 1.021

TIFF

JPG

37.92 1.071

6 thumb 6 TIFF

JPG

TIFF

JPG

38.62 0.950

TIFF

JPG

38.03 1.004

TIFF

JPG

40.25 0.774

TIFF

JPG

37.36 0.864

TIFF

JPG

39.84 0.851

TIFF

JPG

40.03 0.777

TIFF

JPG

41.01 0.721

TIFF

JPG

40.42 0.771

TIFF

JPG

40.04 0.794

TIFF

JPG

39.95 0.784

7 thumb 7 TIFF

JPG

TIFF

JPG

41.83 0.63

TIFF

JPG

41.51 0.692

TIFF

JPG

42.38 0.574

TIFF

JPG

40.36 0.686

TIFF

JPG

42.43 0.577

TIFF

JPG

42.12 0.537

TIFF

JPG

43.59 0.468

TIFF

JPG

42.86 0.526

TIFF

JPG

42.87 0.533

TIFF

JPG

42.52 0.556

8 thumb 8 TIFF

JPG

TIFF

JPG

35.15 1.548

TIFF

JPG

34.35 1.529

TIFF

JPG

36.06 1.332

TIFF

JPG

33.60 1.434

TIFF

JPG

36.02 1.400

TIFF

JPG

35.22 1.482

TIFF

JPG

36.16 1.433

TIFF

JPG

35.66 1.449

TIFF

JPG

35.45 1.561

TIFF

JPG

35.32 1.475

9 thumb 9 TIFF

JPG

TIFF

JPG

41.85 0.640

TIFF

JPG

41.70 0.681

TIFF

JPG

42.84 0.569

TIFF

JPG

40.71 0.649

TIFF

JPG

42.07 0.648

TIFF

JPG

42.06 0.591

TIFF

JPG

43.05 0.569

TIFF

JPG

42.85 0.581

TIFF

JPG

42.61 0.583

TIFF

JPG

42.57 0.585

10 thumb 10 TIFF

JPG

TIFF

JPG

42.04 0.587

TIFF

JPG

41.55 0.648

TIFF

JPG

42.61 0.544

TIFF

JPG

40.45 0.620

TIFF

JPG

42.47 0.601

TIFF

JPG

42.21 0.549

TIFF

JPG

43.00 0.532

TIFF

JPG

42.85 0.541

TIFF

JPG

42.70 0.543

TIFF

JPG

42.63 0.547

11 thumb 11 TIFF

JPG

TIFF

JPG

39.25 0.844

TIFF

JPG

38.32 0.890

TIFF

JPG

40.08 0.737

TIFF

JPG

37.25 0.856

TIFF

JPG

39.70 0.800

TIFF

JPG

39.74 0.759

TIFF

JPG

40.43 0.725

TIFF

JPG

40.33 0.731

TIFF

JPG

39.85 0.760

TIFF

JPG

39.81 0.758

12 thumb 12 TIFF

JPG

TIFF

JPG

42.63 0.530

TIFF

JPG

42.22 0.611

TIFF

JPG

43.51 0.461

TIFF

JPG

41.53 0.520

TIFF

JPG

43.19 0.519

TIFF

JPG

43.05 0.464

TIFF

JPG

43.72 0.472

TIFF

JPG

43.46 0.479

TIFF

JPG

43.23 0.482

TIFF

JPG

43.14 0.488

13 thumb 13 TIFF

JPG

TIFF

JPG

34.37 1.730

TIFF

JPG

32.38 1.913

TIFF

JPG

34.80 1.560

TIFF

JPG

31.02 1.943

TIFF

JPG

34.84 1.625

TIFF

JPG

35.07 1.583

TIFF

JPG

36.57 1.421

TIFF

JPG

34.89 1.573

TIFF

JPG

34.69 1.804

TIFF

JPG

34.20 1.629

14 thumb 14 TIFF

JPG

TIFF

JPG

35.82 1.143

TIFF

JPG

36.69 1.108

TIFF

JPG

37.01 0.981

TIFF

JPG

35.12 1.202

TIFF

JPG

36.10 1.079

TIFF

JPG

35.85 1.079

TIFF

JPG

37.82 0.923

TIFF

JPG

36.75 0.991

TIFF

JPG

37.25 0.955

TIFF

JPG

36.77 1.001

15 thumb 15 TIFF

JPG

TIFF

JPG

39.42 0.686

TIFF

JPG

39.26 0.738

TIFF

JPG

39.87 0.657

TIFF

JPG

37.57 0.798

TIFF

JPG

39.89 0.685

TIFF

JPG

39.67 0.659

TIFF

JPG

40.67 0.584

TIFF

JPG

40.03 0.636

TIFF

JPG

40.06 0.618

TIFF

JPG

39.83 0.648

16 thumb 16 TIFF

JPG

TIFF

JPG

41.88 0.675

TIFF

JPG

41.60 0.714

TIFF

JPG

43.81 0.531

TIFF

JPG

41.22 0.587

TIFF

JPG

43.24 0.593

TIFF

JPG

43.66 0.531

TIFF

JPG

44.45 0.497

TIFF

JPG

44.09 0.526

TIFF

JPG

43.68 0.530

TIFF

JPG

43.63 0.537

17 thumb 17 TIFF

JPG

TIFF

JPG

41.44 0.555

TIFF

JPG

40.20 0.633

TIFF

JPG

41.84 0.517

TIFF

JPG

38.93 0.612

TIFF

JPG

41.49 0.559

TIFF

JPG

41.57 0.524

TIFF

JPG

42.17 0.501

TIFF

JPG

42.00 0.507

TIFF

JPG

41.70 0.534

TIFF

JPG

41.63 0.517

18 thumb 18 TIFF

JPG

TIFF

JPG

37.35 1.069

TIFF

JPG

36.03 1.106

TIFF

JPG

37.47 1.008

TIFF

JPG

34.39 1.290

TIFF

JPG

37.47 1.033

TIFF

JPG

37.44 1.022

TIFF

JPG

37.89 0.983

TIFF

JPG

37.80 0.965

TIFF

JPG

37.34 1.023

TIFF

JPG

37.28 0.997

19 thumb 19 TIFF

JPG

TIFF

JPG

39.76 0.837

TIFF

JPG

39.20 0.890

TIFF

JPG

40.90 0.752

TIFF

JPG

38.18 0.874

TIFF

JPG

40.01 0.844

TIFF

JPG

40.35 0.790

TIFF

JPG

41.04 0.735

TIFF

JPG

40.87 0.755

TIFF

JPG

40.56 0.771

TIFF

JPG

40.53 0.771

20 thumb 20 TIFF

JPG

TIFF

JPG

40.72 0.592

TIFF

JPG

39.90 0.679

TIFF

JPG

41.27 0.545

TIFF

JPG

38.88 0.642

TIFF

JPG

41.00 0.594

TIFF

JPG

40.39 0.601

TIFF

JPG

41.44 0.524

TIFF

JPG

41.25 0.567

TIFF

JPG

41.05 0.542

TIFF

JPG

40.97 0.578

21 thumb 21 TIFF

JPG

TIFF

JPG

38.77 0.960

TIFF

JPG

37.16 1.060

TIFF

JPG

39.16 0.901

TIFF

JPG

36.32 1.030

TIFF

JPG

39.22 0.940

TIFF

JPG

38.74 0.935

TIFF

JPG

39.65 0.868

TIFF

JPG

39.28 0.892

TIFF

JPG

38.91 0.931

TIFF

JPG

38.79 0.917

22 thumb 22 TIFF

JPG

TIFF

JPG

37.71 1.057

TIFF

JPG

37.60 1.054

TIFF

JPG

38.44 0.964

TIFF

JPG

36.17 1.215

TIFF

JPG

38.29 0.972

TIFF

JPG

38.09 0.940

TIFF

JPG

38.86 0.884

TIFF

JPG

38.67 0.908

TIFF

JPG

38.61 0.914

TIFF

JPG

38.57 0.930

23 thumb 23 TIFF

JPG

TIFF

JPG

42.01 0.553

TIFF

JPG

42.53 0.604

TIFF

JPG

43.28 0.495

TIFF

JPG

41.46 0.614

TIFF

JPG

42.35 0.536

TIFF

JPG

42.12 0.506

TIFF

JPG

44.25 0.440

TIFF

JPG

43.15 0.479

TIFF

JPG

43.67 0.461

TIFF

JPG

42.98 0.497

24 thumb 24 TIFF

JPG

TIFF

JPG

34.75 1.132

TIFF

JPG

34.28 1.179

TIFF

JPG

35.53 1.018

TIFF

JPG

32.47 1.312

TIFF

JPG

35.57 1.055

TIFF

JPG

35.39 1.012

TIFF

JPG

35.75 0.990

TIFF

JPG

35.60 0.969

TIFF

JPG

35.37 1.043

TIFF

JPG

35.34 0.989

The demosaicking methods used in the table are the following:

Method A: Bayer_results/POCS (B. K. Gunturk, Y. Altunbasak, and R. M. Mersereau, “Color plane interpolation using alternating projections,” IEEE Trans. Image Process., vol. 11, no. 9, pp. 997–1013, Sep. 2002.)

Method B: Bayer_results/PCSD (X. Wu and N. Zhang, “Primary-consistent soft-decision color demosaicking for digital cameras (patent pending),” IEEE Trans. Image Process., vol. 13, no. 9, pp. 1263–1274, Sep. 2004.)

Method C: Bayer_results/LMMSE (L. Zhang and X. Wu, “Color demosaicking via directional linear minimum mean square-error estimation,” IEEE Trans. Image Process., vol. 14, no. 12, pp. 2167–2177, Dec. 2005.)

Method D: Bayer_results/AHD (K. Hirakawa and T. W. Parks, “Adaptive homogeneity-directed demosaicing algorithm,” IEEE Trans. Image Process., vol. 14, no. 3, pp. 360–369, Mar. 2005.)

Method E: RAD (D. Menon and G. Calvagno, “Regularization approaches to demosaicking,” IEEE Trans. Image Process., vol. 18, no. 10, pp. 2209–2220, Oct. 2009.)

Method F: Bayer_results/FDM (E. Dubois, “Frequency-domain methods for demosaicking of Bayersampled color image,” IEEE Signal Process. Lett., vol. 12, pp. 847–850, Dec. 2005.)

Method G: LSLCD with ST filter (configuration [11 11 11 11 11 11], obtained by self-training on the given image)

Method H: LSLCD with TO filter (configuration [11 11 11 11 11 11], obtained by training on other 23 images)

Method I: LSLCD with RE filter (configuration [5 5 9 3 11 1], obtained by self-training on the given image)

Method J: LSLCD with RE filter (configuration [5 5 9 3 11 1], obtained by training on other 23 images)