REPORT of Localized Rank-Ordered Differences Vector Filter for

REPORT of Localized Rank-Ordered Differences Vector
Filter for suppression of high-density impulse noise in
color images. PART 1: Numerical values
Bernardino Roig∗, Vicente D. Estruch
Universidad Politécnica de Valencia
E.P.S. Gandia, C/Paranimf, 1.
46730 Grau de Gandia (Valencia), Spain.
June 8, 2015
1
Comments to the report
Here we present all the numerical values obtained for determining the superiority of the
proposed filter in the article Localized Rank-Ordered Differences Vector Filter for suppression
of high-density impulse noise in color images. We have performed a statistical study on 50
images. This file is available at
• http://personales.upv.es/broig/images/LRODF/LRODFreport.pdf
the selected images and the images corrupted by impulsive noise in
• http://personales.upv.es/broig/images/LRODF/LRODFreportbaseimages.pdf
and the filtered images in
• http://personales.upv.es/broig/images/LRODF/LRODFreportfilteredimages.pdf
2
Ratio in which a filter is in the top positions
In Tables 1-4 we show the percentage of times a filter is in the top positions for each
quality measure and each density of impulsive noise. Fixing a density of impulsive noise
(p = 0.1, 0.2, 0.4, 0.6, 0.8), and a quality mesure (NCD, PSNR, CSSIM) we define N1 as the
number of times a filter has the best quality measure value and Nk , k > 0, as the number of
Nk
times a filter is in the k top positions. Tables 1-4 show the percentages 100 k·50
, k = 1, . . . , 4
respectively. It can be seen that most times LRODF is in the first position (Table 1) and
that it also has the best performance when we take into account the top two (Table 2), three
(Table 3) or four (Table 4) best values for the three quality measures.
∗ Corresponding
author: [email protected]
1
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
0.00
0.00
0.00
2.00
0.00
4.00
50.00
6.00
18.00
18.00
2.00
0.00
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
0.00
0.00
0.00
0.00
0.00
4.00
54.00
0.00
20.00
22.00
0.00
0.00
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
0.00
0.00
0.00
4.00
0.00
4.00
34.00
4.00
14.00
34.00
6.00
0.00
NCD
0.2
0.00
0.00
0.00
0.00
0.00
0.00
34.00
4.00
12.00
46.00
2.00
2.00
PSNR
0.2
0.00
0.00
0.00
0.00
0.00
2.00
18.00
0.00
4.00
74.00
0.00
2.00
CSSIM
0.2
0.00
0.00
0.00
0.00
0.00
4.00
18.00
6.00
2.00
62.00
8.00
0.00
0.4
2.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
2.00
88.00
4.00
4.00
0.6
4.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
92.00
2.00
2.00
0.8
40.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
52.00
0.00
8.00
0.4
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
2.00
86.00
0.00
12.00
0.6
18.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
72.00
2.00
8.00
0.8
48.00
0.00
0.00
0.00
0.00
0.00
0.00
2.00
0.00
18.00
0.00
32.00
0.4
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
90.00
8.00
2.00
0.6
8.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
88.00
2.00
2.00
0.8
30.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
66.00
0.00
4.00
Table 1: Percentage of cases in which a filter is first.
2
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
0.00
0.00
0.00
1.00
0.00
6.00
38.00
11.00
23.00
20.00
1.00
0.00
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
1.00
0.00
0.00
0.00
0.00
7.00
36.00
7.00
23.00
25.00
0.00
1.00
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
0.00
0.00
0.00
5.00
0.00
4.00
34.00
12.00
11.00
28.00
3.00
3.00
NCD
0.2
0.00
0.00
0.00
0.00
0.00
5.00
36.00
6.00
9.00
38.00
2.00
4.00
PSNR
0.2
1.00
0.00
0.00
0.00
0.00
5.00
34.00
2.00
4.00
45.00
1.00
8.00
CSSIM
0.2
3.00
0.00
0.00
0.00
0.00
6.00
32.00
5.00
6.00
38.00
7.00
3.00
0.4
2.00
0.00
0.00
0.00
0.00
4.00
24.00
1.00
1.00
45.00
6.00
17.00
0.6
37.00
0.00
0.00
0.00
0.00
8.00
2.00
0.00
0.00
48.00
2.00
3.00
0.8
46.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
46.00
4.00
4.00
0.4
17.00
0.00
0.00
0.00
0.00
6.00
5.00
1.00
1.00
43.00
6.00
21.00
0.6
42.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
46.00
3.00
9.00
0.8
37.00
0.00
0.00
0.00
0.00
0.00
0.00
1.00
1.00
31.00
12.00
18.00
0.4
29.00
0.00
0.00
0.00
0.00
4.00
9.00
0.00
0.00
45.00
7.00
6.00
0.6
43.00
0.00
0.00
0.00
0.00
2.00
2.00
0.00
0.00
48.00
3.00
2.00
0.8
45.00
0.00
0.00
0.00
0.00
1.00
2.00
0.00
0.00
48.00
2.00
2.00
Table 2: Percentage of cases in which a filter is in the top two positions.
3
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
0.00
0.00
0.00
2.67
0.00
9.33
30.67
12.00
20.67
20.00
1.33
3.33
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
0.67
0.00
0.00
0.00
0.00
7.33
30.67
12.67
23.33
20.67
1.33
3.33
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
2.00
0.00
0.67
4.00
0.00
11.33
28.67
10.67
12.67
20.67
5.33
4.00
NCD
0.2
0.00
0.00
0.00
0.67
0.00
10.67
29.33
6.00
12.67
27.33
3.33
10.00
PSNR
0.2
0.67
0.00
0.00
0.00
0.00
12.00
27.33
2.67
10.00
30.67
5.33
11.33
CSSIM
0.2
9.33
0.00
0.00
0.00
0.00
9.33
28.00
6.00
6.67
28.67
5.33
6.67
0.4
6.00
0.67
0.00
0.00
0.00
8.67
19.33
1.33
0.67
31.33
12.00
20.00
0.6
26.67
0.67
0.00
0.00
0.00
14.00
20.67
0.00
0.00
32.67
2.00
3.33
0.8
30.67
0.00
0.00
0.00
0.00
17.33
12.00
0.67
0.00
32.67
2.67
4.00
0.4
14.67
0.67
0.00
0.00
0.00
13.33
4.67
0.67
0.67
32.00
13.33
20.00
0.6
29.33
0.67
0.00
0.00
0.00
8.67
2.00
0.00
0.67
31.33
4.67
22.67
0.8
28.67
0.00
0.00
0.00
0.00
2.67
1.33
0.67
1.33
24.67
12.00
28.67
0.4
21.33
0.00
0.00
0.00
0.00
8.67
20.67
1.33
0.00
32.67
7.33
8.00
0.6
29.33
0.67
0.00
0.00
0.00
6.00
24.67
0.00
0.00
32.67
2.00
4.67
0.8
30.67
0.67
0.00
0.00
0.00
18.00
15.33
0.00
0.00
32.67
1.33
1.33
Table 3: Percentage of cases in which a filter is in the top three positions.
4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
0.00
0.00
0.00
2.50
0.00
8.50
23.50
15.50
21.00
20.50
3.00
5.50
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
0.50
0.00
0.00
0.50
0.00
6.00
24.50
15.50
21.00
23.50
1.00
7.50
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
3.00
0.00
0.50
4.00
0.00
11.00
22.00
10.50
16.50
20.00
5.00
7.50
NCD
0.2
0.00
0.00
0.00
0.50
0.00
9.00
23.00
9.50
16.00
22.50
8.00
11.50
PSNR
0.2
1.00
0.00
0.00
0.00
0.50
12.50
21.50
6.00
9.00
24.50
7.50
17.50
CSSIM
0.2
12.50
0.00
0.50
0.00
0.00
12.00
22.00
7.00
9.50
22.50
5.50
8.50
0.4
6.00
0.50
0.00
0.00
0.00
12.00
19.00
1.00
1.50
24.00
14.00
22.00
0.6
22.00
0.50
0.00
0.00
0.00
21.50
19.00
1.00
0.00
24.50
2.00
9.50
0.8
23.50
0.00
0.00
0.00
0.00
22.50
21.00
1.00
0.50
24.50
2.50
4.50
0.4
16.00
0.50
0.00
0.00
0.50
12.50
8.00
0.50
1.00
24.50
15.50
21.00
0.6
24.00
0.50
0.00
0.00
0.00
8.00
6.50
1.00
0.50
24.00
17.00
18.50
0.8
24.00
0.00
0.00
0.00
0.00
3.50
1.50
1.00
1.00
24.00
21.50
23.50
0.4
21.50
0.00
0.00
0.00
0.00
12.00
18.00
1.50
1.00
24.50
8.50
13.00
0.6
23.00
0.50
0.00
0.00
0.00
22.50
21.00
0.50
0.00
24.50
3.00
5.00
0.8
23.50
1.00
0.00
0.00
0.00
24.00
24.00
0.50
0.00
24.50
1.00
1.50
Table 4: Percentage of cases in which a filter is in the top four positions.
5
3
Quality mesure results of the fifty considered images
In Tables 5-54 we show all the numerical values for the three quality measures considered (NCD, PSNR and CSSIM) and for the different densities of impulsive noise (p =
0.1, 0.2, 0.4, 0.6, 0.8). Table 5 corresponds to image 01 (Aerial21), Table 6 corresponds to
image 02 (AtlasD), and so on. The last table, Table 54, corresponds to image 50 (Tulips).
In each table we also show the name and the size of each image.
6
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Aerial21 (512 × 512)
NCD·102
0.1
0.2
0.4
2.5131
2.5882
2.8680
1.6637
3.0911
5.3752
0.6828
1.1795
2.6907
0.7097
1.1420
4.9122
0.5184
1.2237
4.4506
0.4911
0.8840
1.9595
0.3966
0.8216
2.1431
0.4099
0.8642
2.4268
0.4042
0.8508
2.3815
0.4150
0.8122
1.7513
0.4341
0.8557
1.9594
0.4285
0.8412
1.9127
PSNR
0.1
0.2
0.4
31.1287
30.8222 29.4624
27.7909
25.2668
23.3252
32.9898
31.0489
26.6854
34.5540
31.4079
22.9348
34.8045
30.4378
23.4406
34.9823
33.0348 29.0626
37.3326 33.7149
28.1469
36.9777
33.1940
27.1279
37.0479
33.2564
27.1614
36.7868 34.0382 30.2737
36.4331 33.4891
29.1310
36.4976
33.5472
29.1944
CSSIM
0.1
0.2
0.4
0.9924
0.9901
0.9761
0.9007
0.8045
0.6415
0.9922
0.9784
0.9132
0.9969
0.9811
0.7991
0.9952
0.9722
0.7927
0.9962
0.9921
0.9637
0.9986
0.9933
0.9588
0.9981
0.9899
0.9216
0.9982
0.9901
0.9237
0.9983
0.9948
0.9791
0.9979
0.9919
0.9470
0.9980
0.9924
0.9493
0.6
4.0888
7.3979
7.6519
15.4731
13.1920
4.3613
4.8879
6.9425
6.8417
3.5904
4.3966
4.2720
0.8
9.8580
15.0733
22.5686
34.5318
34.4181
11.2848
13.0125
20.4771
20.3698
9.9431
13.9139
13.7273
0.6
25.5028
21.9894
20.6236
17.0999
17.9194
24.1133
23.0444
21.4472
21.4742
25.5701
24.9149
24.9956
0.8
19.7899
17.8202
15.1489
13.1657
13.0920
18.9369
17.9215
16.0961
16.1095
19.6862
18.8260
18.8886
0.6
0.9012
0.3979
0.6577
0.4292
0.4197
0.8492
0.8316
0.6906
0.6944
0.9068
0.7986
0.8031
0.8
0.6141
0.1446
0.2495
0.1656
0.1149
0.5361
0.4989
0.2406
0.2427
0.6171
0.3161
0.3194
Table 5: Quality measures for the image 01 (Aerial21).
7
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
AtlasD (140 × 141)
NCD·102
0.1
0.2
0.4
15.5478
16.2004
17.6721
6.1887
10.3795
18.5176
8.2431
10.6714
15.9637
6.7787
8.7156
14.9377
11.6198
13.4471
19.1852
12.5017
13.6849
16.4056
2.4942
5.7921
13.2672
2.3487
5.7444
13.2023
2.3443
5.7255 13.1175
5.1101
7.6837
13.8451
5.1323
7.7626
14.0124
5.1216
7.7321
13.9084
PSNR
0.1
0.2
0.4
17.6439
17.3854
16.8490
20.5929
18.0484
15.2650
19.0173
18.0784
16.5298
20.4335
19.4349
17.0795
17.6309
17.0122
15.3701
18.0003
17.6625
17.0024
24.9876
21.5529
17.8418
25.1840
21.7376
18.0100
25.1881 21.7494 18.0296
21.7084
20.1905 17.7904
21.9535
20.2605
17.6451
21.9596
20.2774
17.6744
CSSIM
0.1
0.2
0.4
0.6125
0.5821
0.5012
0.7145
0.5777
0.3549
0.6812
0.6194
0.4611
0.7043
0.6274
0.4167
0.5125
0.4615
0.3343
0.6394
0.6103
0.5028
0.8597
0.7118
0.5178
0.8697
0.7099
0.4247
0.8701
0.7113
0.4309
0.7605
0.6771
0.5229
0.7455
0.6562
0.4191
0.7463
0.6586
0.4263
0.6
21.2069
27.5436
24.0248
25.3667
28.8906
21.0540
20.6477
22.3235
22.1508
20.4877
21.9181
21.7609
0.8
29.4956
42.1138
37.6515
39.2598
44.1234
29.9702
29.2926
29.9975
29.8735
28.9703
28.3740
28.1992
0.6
15.7537
12.9665
14.5885
14.3911
13.4568
15.7908
15.7974
16.1082
16.1448
15.8929
16.3958
16.4344
0.8
14.0293
10.7227
12.1889
12.0282
11.2864
13.9744
14.0036
14.6910
14.7203
14.0905
15.2063
15.2377
0.6
0.3878
0.2123
0.2910
0.2395
0.2017
0.3773
0.4053
0.2611
0.2633
0.4085
0.2651
0.2684
0.8
0.2288
0.1334
0.1449
0.1442
0.1060
0.2254
0.2367
0.1607
0.1622
0.2465
0.1784
0.1799
Table 6: Quality measures for the image 02 (AtlasD).
8
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Bigben (480 × 640)
NCD·102
0.1
0.2
0.4
2.0334
2.1365
2.5578
3.8416
5.4438
7.5139
0.4733
0.9199
2.7117
0.4946
1.1361
6.1331
0.4886
1.1694
4.7572
0.5252
0.8899
2.0084
0.4121
0.8493
2.2404
0.4029
0.8574
2.4971
0.4077
0.8680
2.5094
0.4341
0.8182
1.7715
0.4249
0.8400
1.9012
0.4292
0.8518
1.9151
PSNR
0.1
0.2
0.4
32.0796
31.7810 29.9181
24.9987
24.3772
23.8995
35.7264
33.2565
27.3859
36.1551
32.1304
23.0025
34.4932
30.7489
23.8816
34.6887 33.4251
29.4123
37.3438
34.0875
28.3152
37.1742
33.3435
27.2384
37.2538
33.3951
27.2631
37.3764 34.4442 30.5659
37.2117
33.6756
28.8626
37.2889
33.7355
28.8937
CSSIM
0.1
0.2
0.4
0.9872
0.9842
0.9627
0.7981
0.7121
0.6060
0.9931
0.9826
0.9020
0.9939
0.9692
0.7362
0.9912
0.9600
0.7651
0.9943
0.9886
0.9484
0.9956
0.9881
0.9387
0.9944
0.9817
0.9118
0.9946
0.9821
0.9127
0.9952
0.9904
0.9669
0.9936
0.9839
0.9519
0.9939
0.9842
0.9526
0.6
4.3345
9.4992
9.4145
20.5478
16.7433
4.9075
5.8908
8.3625
8.3098
4.0517
5.7755
5.6468
0.8
14.6344
31.2473
31.1664
45.0833
46.4288
16.2658
18.7579
31.2496
31.0232
14.7817
19.6636
19.2647
0.6
25.4695
22.2206
20.5282
16.9552
17.7629
24.2784
22.9613
21.4109
21.4338
25.4439
24.5629
24.6717
0.8
18.7296
15.0306
14.6977
13.0396
12.6295
18.1643
17.2847
15.2863
15.3001
18.6280
18.7163
18.8277
0.6
0.8646
0.5639
0.6041
0.3199
0.3590
0.8101
0.7706
0.6711
0.6726
0.8703
0.7801
0.7828
0.8
0.4830
0.2853
0.1662
0.1048
0.0711
0.4229
0.3657
0.1695
0.1706
0.4822
0.2434
0.2453
Table 7: Quality measures for the image 03 (Bigben).
9
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
BoatsCol (445 × 518)
NCD·102
0.1
0.2
0.4
2.4538
2.5598
2.9837
2.5093
4.5180
8.7148
1.0233
1.8163
4.0677
0.7397
1.6283
6.6283
0.7650
1.7205
5.7697
0.5876
1.1449
2.7547
0.5619
1.0312
2.3777
0.5987
1.1642
3.1564
0.5832
1.1322
3.0849
0.5870
1.0808
2.1027
0.6286
1.2035
2.7808
0.6130
1.1711
2.6980
PSNR
0.1
0.2
0.4
32.1939
31.7693 29.7120
26.9805
24.5994
21.9436
33.9407
31.7561
26.6878
35.6321
31.4499
22.8810
36.2033
31.3073
23.7708
37.4534 34.8648
29.4338
39.1175 35.2359
28.6620
38.4431
34.4836
27.7387
38.6930
34.6541
27.7968
38.5826 35.5753 30.7654
37.9013 34.7539
29.5647
38.1150
34.9383
29.6558
CSSIM
0.1
0.2
0.4
0.9978
0.9963
0.9798
0.8878
0.7897
0.5737
0.9769
0.9554
0.8644
0.9920
0.9606
0.7414
0.9878
0.9526
0.7545
0.9950
0.9856
0.9376
0.9988
0.9963
0.9618
0.9947
0.9866
0.9115
0.9950
0.9872
0.9138
0.9989
0.9985
0.9863
0.9943
0.9855
0.9358
0.9946
0.9869
0.9414
0.6
4.9953
12.4082
10.5312
19.1918
17.3644
6.2323
5.7708
9.1784
9.0132
4.6112
7.2436
7.0241
0.8
14.0810
27.4609
28.1768
39.7956
43.2752
16.5818
17.1193
28.4476
28.1434
14.0733
19.6217
19.2072
0.6
24.8119
20.2385
20.4836
16.9506
17.6110
23.7754
23.0125
21.4172
21.4482
24.8344
24.0459
24.1213
0.8
18.8336
15.2614
15.1603
13.2230
12.8343
18.1900
17.5166
15.4368
15.4492
18.7595
18.7406
18.8335
0.6
0.8713
0.4305
0.5893
0.3626
0.3735
0.7889
0.8035
0.6647
0.6698
0.8785
0.7332
0.7410
0.8
0.5177
0.2546
0.2009
0.1390
0.0883
0.4381
0.4167
0.1946
0.1965
0.5189
0.2660
0.2691
Table 8: Quality measures for the image 04 (BoatsCol).
10
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Canon04 (403 × 508)
NCD·102
0.1
0.2
0.4
3.7209
4.0511
5.1269
3.6119
6.7674
13.3545
2.1651
4.2491
9.2536
1.4677
3.6143
11.7813
2.1306
4.5927
11.9759
1.6388
3.2616
7.1859
1.2979
2.2277
4.6634
1.6555
3.0664
6.9891
1.6429
3.0498
6.9098
1.4103
2.2499
4.0509
1.8332
3.3477
6.7906
1.8167
3.3183
6.7101
PSNR
0.1
0.2
0.4
32.0001
31.3303 28.9082
29.4310
27.6058
24.7715
33.5812
31.1143
26.3005
34.5846
30.7445
23.0281
33.6918
29.4395
22.8122
35.2560
32.9762
28.1971
36.0916 32.8772
27.5005
35.4165
32.0978
26.1991
35.5041
32.1597
26.2352
35.7061 33.0764 29.2827
35.0126 32.2004
27.7861
35.0947 32.2697
27.8430
CSSIM
0.1
0.2
0.4
0.9763
0.9703
0.9334
0.9058
0.8145
0.6085
0.9702
0.9265
0.7774
0.9811
0.9308
0.6730
0.9718
0.9043
0.6436
0.9853
0.9589
0.8551
0.9872
0.9749
0.9057
0.9833
0.9521
0.8182
0.9840
0.9543
0.8236
0.9858
0.9770
0.9410
0.9799
0.9489
0.8291
0.9807
0.9517
0.8367
0.6
8.3974
21.6843
19.0949
27.2777
26.7327
13.6396
10.1747
16.1855
15.9036
7.8422
14.3650
14.0189
0.8
19.8076
37.8480
40.3333
50.7919
52.7993
27.0350
24.4930
39.0109
38.4053
19.7330
29.9474
29.2289
0.6
24.2763
21.2266
20.6419
17.4839
17.6705
22.9977
22.3012
20.6527
20.6708
24.2798
23.2927
23.3327
0.8
19.4217
16.4465
15.5747
13.6204
13.6200
18.4447
17.7141
16.1982
16.2071
19.3238
19.2721
19.3175
0.6
0.7931
0.4090
0.4857
0.3258
0.2987
0.6444
0.7042
0.5249
0.5333
0.7909
0.5676
0.5815
0.8
0.4462
0.2002
0.1734
0.1227
0.0902
0.3317
0.3451
0.1688
0.1727
0.4345
0.2269
0.2339
Table 9: Quality measures for the image 05 (Canon04).
11
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
CircleRGB (240 × 384)
NCD·102
0.1
0.2
0.4
2.4746
5.8016
14.5804
3.3060
5.1706
8.9628
3.1707
7.7246
14.2279
3.0311
6.4695
15.9483
3.8342
5.5316
10.5078
2.1352
5.0723
13.0547
2.1185
4.9843
12.2131
2.5322
5.3407
9.4448
2.4160
5.1693
9.3433
2.1128
4.8821
11.2648
2.6855
4.9838
8.4536
2.5830
4.8018
8.3251
PSNR
0.1
0.2
0.4
25.4778
21.3327
16.9812
22.9457 20.6441
17.8005
22.8899
18.3522
15.2636
23.8231
20.4325
16.2718
22.4904 20.7158
17.6736
25.4992 21.4486 17.1722
23.5409
19.8836
16.3522
23.0801
19.9754
17.0166
23.0900
19.9804
17.0184
24.6301
20.7957
17.0058
23.4839
20.6320 17.8931
23.4873
20.6367 17.8973
CSSIM
0.1
0.2
0.4
0.9195
0.8035
0.5346
0.9948
0.9923
0.9841
0.9437
0.9283
0.8733
0.8463
0.7105
0.4612
0.9981
0.9854
0.9058
0.9273
0.8245
0.5744
0.9416
0.8603
0.6517
1.0000
0.9990
0.9852
1.0000
0.9990
0.9852
0.9371
0.8529
0.6596
1.0000
1.0000
0.9986
1.0000
1.0000
0.9986
0.6
25.7869
13.6007
20.6412
29.9704
18.5578
23.8369
21.3938
14.0296
14.0532
19.6238
12.2643
12.2333
0.8
37.7809
23.2985
31.2962
48.0554
32.1913
36.3035
33.7175
21.7645
21.7928
31.6809
19.7308
19.6422
0.6
14.2702
15.2504
13.5007
13.3644
15.1082
14.4598
14.0319
15.1365
15.1355
14.5989
15.6710
15.6707
0.8
12.4037
11.8698
11.8094
11.1637
12.7788
12.4792
12.2415
13.3335
13.3328
12.7262
13.1241
13.1234
0.6
0.3071
0.9736
0.7129
0.2777
0.7416
0.3395
0.4444
0.9364
0.9363
0.4617
0.9899
0.9901
0.8
0.1792
0.9220
0.4937
0.1676
0.5112
0.1955
0.2661
0.8177
0.8177
0.2736
0.9272
0.9283
Table 10: Quality measures for the image 06 (CircleRGB).
12
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Expic01 (345 × 437)
NCD·102
0.1
0.2
0.4
8.0171
8.3726
9.4467
3.4477
6.6214
13.3669
2.6566
4.9212
9.8036
2.4974
4.5894
12.3211
2.8115
5.2658
12.4338
2.7696
4.5800
8.7476
2.3100
4.4543
8.5033
2.3694
4.7422
10.1857
2.3558
4.7027
10.0642
2.4186
4.6142
8.3616
2.4919
4.9328
10.0121
2.4777
4.8907
9.8740
PSNR
0.1
0.2
0.4
26.6157
26.2091 25.0103
28.6831
26.1836
22.6751
29.5979
27.6278
24.0754
30.1408
27.8390
22.1183
28.6410
26.3558
21.4403
29.0164
27.7637 25.1538
32.1382 29.0665
24.6627
32.0716
28.7899
23.7725
32.1012
28.8195
23.7990
31.8656
29.0627 25.5308
31.7416
28.7724 24.6745
31.7682
28.8031
24.7077
CSSIM
0.1
0.2
0.4
0.9145
0.8971
0.8435
0.9009
0.7889
0.5218
0.9514
0.8925
0.7256
0.9628
0.8939
0.6073
0.9418
0.8631
0.5756
0.9502
0.9128
0.7845
0.9614
0.9114
0.8265
0.9566
0.8888
0.7039
0.9578
0.8932
0.7117
0.9573
0.9091
0.8504
0.9516
0.8804
0.7128
0.9530
0.8851
0.7207
0.6
12.6205
21.6292
19.6534
26.5092
25.9049
15.0504
13.4608
19.0361
18.7351
12.2212
17.0271
16.6730
0.8
23.0339
36.1371
39.9775
48.0502
49.2470
27.3204
25.4813
38.2265
37.8024
22.6151
30.4601
29.8765
0.6
22.4133
19.6685
19.4643
17.0296
17.0800
21.7335
21.4640
19.5391
19.5581
22.4617
21.3047
21.3368
0.8
18.5979
15.8787
14.8021
13.2989
13.2168
17.8612
17.7340
15.7329
15.7426
18.7912
18.3707
18.4067
0.6
0.6933
0.2913
0.4204
0.2780
0.2568
0.5707
0.6361
0.4324
0.4386
0.6970
0.4674
0.4780
0.8
0.3688
0.1339
0.1353
0.1020
0.0784
0.2783
0.3190
0.1362
0.1391
0.3791
0.1747
0.1798
Table 11: Quality measures for the image 07 (Expic01).
13
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Expic02 (227 × 345)
NCD·102
0.1
0.2
0.4
3.6167
3.7345
4.2859
4.1620
6.9124
12.0792
1.3901
2.2424
5.4143
1.2723
2.4247
9.6344
1.2613
2.4519
7.5744
0.9211
1.5578
3.4946
0.8108
1.4724
3.2722
0.9021
1.6964
3.9658
0.8998
1.6887
3.9374
0.8722
1.5068
2.8947
1.0160
1.7892
3.4969
1.0142
1.7812
3.4656
PSNR
0.1
0.2
0.4
27.3000
27.0462 26.0282
25.7765
24.0689
22.0679
29.6626
28.0678
24.6427
30.3624
28.2960
22.0137
29.3094
27.1258
22.3489
30.4243
29.2380 26.4879
33.1266 30.3126 26.0056
32.7806
29.4808
24.7596
32.8007
29.5128
24.7850
32.6222
30.1546 26.9364
32.2040
29.3675
25.3354
32.2196
29.3988
25.3623
CSSIM
0.1
0.2
0.4
0.9959
0.9926
0.9700
0.8284
0.7212
0.5332
0.9809
0.9670
0.8513
0.9888
0.9447
0.6683
0.9837
0.9487
0.7272
0.9961
0.9876
0.9368
0.9976
0.9940
0.9617
0.9950
0.9848
0.9288
0.9951
0.9851
0.9296
0.9983
0.9959
0.9760
0.9942
0.9851
0.9557
0.9943
0.9853
0.9563
0.6
6.8599
16.5962
14.0582
25.4660
21.1601
7.8138
7.2248
10.6023
10.4920
6.2403
8.7268
8.5332
0.8
19.2806
38.9025
38.0675
49.8909
51.2224
21.6012
21.3770
30.1122
29.7806
19.3967
23.0771
22.6033
0.6
22.9816
19.9464
19.3338
16.7349
17.0542
22.3941
22.1174
20.1969
20.2398
23.2009
22.0782
22.1592
0.8
18.1343
14.5015
14.4472
13.1801
12.6594
17.6448
17.3399
15.7635
15.8026
17.9902
18.2706
18.3500
0.6
0.8367
0.4952
0.5345
0.2956
0.3430
0.7622
0.8042
0.6830
0.6857
0.8543
0.7268
0.7331
0.8
0.4517
0.2641
0.1536
0.1092
0.0825
0.3825
0.3968
0.1784
0.1793
0.4499
0.2291
0.2308
Table 12: Quality measures for the image 08 (Expic02).
14
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Goldhill (512 × 512)
NCD·102
0.1
0.2
0.4
3.1043
3.2085
3.6315
3.4348
5.7704
9.8944
1.1850
1.9832
4.2880
0.7267
1.6907
7.8265
0.7183
1.7018
5.9696
0.4844
0.9936
2.5676
0.4552
0.9529
2.4682
0.4736
1.0113
2.8400
0.4578
0.9854
2.7832
0.4682
0.9232
2.0958
0.4965
0.9803
2.3402
0.4808
0.9534
2.2822
PSNR
0.1
0.2
0.4
31.1739
30.8612 29.2169
26.7435
25.3440
23.6394
33.9286
31.6627
26.5697
35.6001
31.4935
22.7547
36.0706
31.2877
23.6587
37.2409 34.5131
29.2302
38.5572 34.8202
28.6693
38.0264
34.3045
27.6369
38.2688
34.4683
27.6983
38.3578 35.2166 30.6467
37.7517
34.4577 29.8322
37.9736
34.6233
29.9466
CSSIM
0.1
0.2
0.4
0.9962
0.9953
0.9787
0.8504
0.7527
0.5838
0.9731
0.9522
0.8624
0.9955
0.9625
0.7080
0.9896
0.9539
0.7457
0.9988
0.9939
0.9532
0.9992
0.9966
0.9726
0.9984
0.9935
0.9407
0.9985
0.9937
0.9417
0.9994
0.9985
0.9874
0.9985
0.9952
0.9715
0.9986
0.9954
0.9725
0.6
5.5877
14.0169
11.6352
22.3601
18.2132
6.1757
5.9276
9.2733
9.1355
4.9880
7.1263
6.9228
0.8
16.2519
32.9319
32.1576
45.2198
46.7600
18.2574
18.0592
29.1308
28.8212
15.9180
21.0155
20.5783
0.6
25.0018
21.5928
20.5474
17.0437
17.5930
23.8923
23.5793
21.4637
21.5029
25.0026
24.4848
24.6022
0.8
18.7346
15.3632
15.0382
13.2105
12.6439
18.1048
17.7574
15.4076
15.4232
18.7330
18.5804
18.6624
0.6
0.8715
0.4874
0.5702
0.3308
0.3588
0.8025
0.8323
0.6904
0.6928
0.8796
0.7546
0.7595
0.8
0.4870
0.2235
0.1858
0.1318
0.0883
0.4186
0.4275
0.1820
0.1835
0.4966
0.2468
0.2491
Table 13: Quality measures for the image 09 (Goldhill).
15
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
House2 (364 × 456)
NCD·102
0.1
0.2
0.4
2.7385
2.8943
3.4541
2.1203
3.7163
6.7714
0.7513
1.4885
3.7376
0.7267
1.6708
6.2785
0.7287
1.5944
4.9734
0.6725
1.2003
2.6875
0.5362
1.0996
2.7511
0.5676
1.1950
3.1879
0.5550
1.1727
3.1408
0.5556
1.1087
2.5117
0.6107
1.2421
2.8731
0.5981
1.2171
2.8222
PSNR
0.1
0.2
0.4
29.5457
29.1104
27.3102
26.9887
24.9703
22.5389
33.6936
30.6415
25.3734
33.8178
29.4850
22.0317
34.1814
29.8938
23.2024
34.4762
32.0730 27.6173
36.5724 33.0634
27.3508
36.2465
32.3947
26.3697
36.4251
32.5042
26.4101
36.5037 33.1832 28.6410
35.9364 32.5002
27.6677
36.0977
32.6078
27.7295
CSSIM
0.1
0.2
0.4
0.9865
0.9824
0.9576
0.8981
0.8068
0.6188
0.9901
0.9695
0.8715
0.9911
0.9537
0.7336
0.9873
0.9558
0.7806
0.9945
0.9867
0.9446
0.9954
0.9878
0.9544
0.9922
0.9751
0.8882
0.9926
0.9763
0.8913
0.9949
0.9883
0.9633
0.9909
0.9742
0.9123
0.9912
0.9757
0.9163
0.6
5.2814
10.5407
9.5288
16.8043
15.0331
5.6584
5.5699
8.5264
8.4315
5.0668
6.8427
6.7235
0.8
13.2652
24.1950
25.2549
34.0381
38.0525
14.5795
14.7385
22.2532
22.0379
13.3999
17.2197
16.9763
0.6
23.7625
19.8972
19.8658
16.7601
17.2718
23.0441
22.9024
20.7179
20.7446
23.8764
22.7850
22.8472
0.8
18.2780
14.6993
14.6913
13.1087
12.4840
17.7678
17.5508
15.7575
15.7966
18.2313
18.1553
18.2238
0.6
0.8542
0.4565
0.5972
0.3867
0.4006
0.8080
0.8267
0.6399
0.6432
0.8601
0.7002
0.7055
0.8
0.5088
0.2234
0.2148
0.1689
0.1048
0.4537
0.4566
0.1869
0.1881
0.5085
0.2514
0.2533
Table 14: Quality measures for the image 10 (House2).
16
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak1 (320 × 427)
NCD·102
0.1
0.2
0.4
2.5362
2.7912
3.5549
3.1800
6.1760
12.0696
1.4329
2.5764
5.4486
0.7464
2.0803
8.4724
1.0591
2.4134
7.4988
0.7222
1.5029
3.6022
0.7190
1.4223
3.2191
0.8158
1.7305
4.5577
0.7997
1.6996
4.4835
0.7581
1.4379
2.8433
0.8679
1.7923
4.2485
0.8496
1.7549
4.1654
PSNR
0.1
0.2
0.4
34.0452
33.2414 30.7197
28.5027
26.1837
23.6718
34.4016
31.8218
27.1766
37.6115
31.5690
23.1008
36.0911
31.0703
23.5486
38.4473
35.2095
29.7922
38.8625
35.3113
28.5986
38.4179
34.3575
27.2807
38.5670
34.4466
27.3211
38.8860 35.7648 30.9065
38.3971 34.7613
29.5328
38.5433
34.8635
29.5994
CSSIM
0.1
0.2
0.4
0.9729
0.9654
0.9338
0.8815
0.7575
0.5161
0.9670
0.9254
0.7975
0.9900
0.9459
0.6853
0.9790
0.9167
0.6510
0.9907
0.9706
0.8885
0.9898
0.9748
0.9188
0.9853
0.9540
0.8276
0.9861
0.9571
0.8323
0.9888
0.9754
0.9433
0.9842
0.9523
0.8435
0.9856
0.9564
0.8468
0.6
5.8967
18.1356
13.2003
22.7270
20.0779
7.8344
7.1135
11.7944
11.6164
5.5294
9.3952
9.1826
0.8
15.0859
31.1119
31.5679
43.9732
45.2793
18.3768
19.4631
33.1683
32.8957
15.5489
24.6929
24.3286
0.6
25.4963
21.3024
20.8015
17.2758
17.7358
23.8957
22.8753
21.2655
21.2884
25.3630
24.5296
24.5904
0.8
19.7351
16.7577
15.5257
13.4979
13.1057
18.7762
17.7272
15.9653
15.9778
19.4398
19.0413
19.0902
0.6
0.8203
0.3030
0.4970
0.3086
0.2857
0.6990
0.7470
0.5520
0.5542
0.8313
0.6009
0.6048
0.8
0.4828
0.1295
0.1647
0.1164
0.0762
0.3672
0.3649
0.1476
0.1487
0.4760
0.1925
0.1946
Table 15: Quality measures for the image 11 (Kodak1).
17
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak11D (487 × 780)
NCD·102
0.1
0.2
0.4
2.6818
2.8230
3.3932
3.5995
6.0228
10.4282
1.2113
2.3490
5.0628
0.9527
2.1621
8.8079
1.1339
2.5614
7.7652
0.7712
1.5632
3.7221
0.7195
1.3629
2.9294
0.8165
1.6256
4.2228
0.8024
1.5955
4.1591
0.7760
1.4058
2.6529
0.8899
1.7181
3.9250
0.8747
1.6876
3.8493
PSNR
0.1
0.2
0.4
31.7137
31.2590 29.1607
26.9936
25.6121
23.8582
34.7941
31.9596
26.8012
35.0928
31.0210
22.7767
35.1825
30.4907
23.5040
36.9770 34.0681
28.9468
38.1372 34.5376
28.3774
37.4043
33.7827
27.2605
37.5831
33.9108
27.3028
37.7253 34.6775 30.0575
36.9558
33.8084 28.8035
37.1099
33.9392
28.8725
CSSIM
0.1
0.2
0.4
0.9955
0.9936
0.9729
0.8548
0.7557
0.5830
0.9815
0.9532
0.8591
0.9916
0.9534
0.6990
0.9825
0.9332
0.7071
0.9943
0.9815
0.9225
0.9963
0.9919
0.9513
0.9922
0.9751
0.8847
0.9926
0.9764
0.8884
0.9967
0.9956
0.9772
0.9904
0.9739
0.9086
0.9909
0.9756
0.9134
0.6
5.7060
15.4654
13.4423
23.8589
21.1021
8.0248
6.9326
11.5587
11.3914
5.3011
9.4365
9.1893
0.8
17.2072
35.7316
36.1194
48.0133
50.1032
20.9325
20.7813
34.1130
33.7030
17.1885
24.4558
23.9617
0.6
24.7855
21.3353
20.3730
17.0727
17.6334
23.6265
22.9408
21.0427
21.0668
24.8470
23.9753
24.0493
0.8
18.8789
15.4708
14.9023
13.2622
12.9142
18.1953
17.4910
15.5255
15.5392
18.7452
18.8540
18.9304
0.6
0.8620
0.4717
0.5455
0.3165
0.3267
0.7563
0.7882
0.6231
0.6280
0.8675
0.6882
0.6968
0.8
0.4739
0.2082
0.1556
0.1096
0.0728
0.3808
0.3794
0.1588
0.1608
0.4688
0.2178
0.2214
Table 16: Quality measures for the image 12 (Kodak11D).
18
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak1aD (500 × 340)
NCD·102
0.1
0.2
0.4
1.6479
1.7354
2.1366
3.1375
4.5748
7.8353
0.8186
1.6493
3.9370
0.4835
1.3624
6.6617
0.8239
2.0064
6.4182
0.3432
0.8242
2.3130
0.2517
0.5657
1.6149
0.2964
0.6821
2.3104
0.2886
0.6713
2.2945
0.2375
0.5013
1.2282
0.3078
0.6642
1.7105
0.3004
0.6595
1.6991
PSNR
0.1
0.2
0.4
34.3200
33.8492 31.1232
25.8514
25.4414
23.8809
37.9370
34.2796
27.4433
37.8807
32.4810
23.0461
37.4081
31.6063
23.9524
41.3160
37.1144
30.4023
41.2989
37.3721
29.9652
40.3565
36.1872
28.6071
40.6655
36.3438
28.6567
41.3865 38.0140 32.4927
40.2970 36.5447
31.1820
40.5979
36.7425
31.2831
CSSIM
0.1
0.2
0.4
0.9988
0.9976
0.9825
0.8507
0.7733
0.5869
0.9843
0.9568
0.8452
0.9963
0.9638
0.7219
0.9812
0.9252
0.6904
0.9964
0.9825
0.9221
0.9997
0.9997
0.9732
0.9989
0.9938
0.9484
0.9988
0.9937
0.9480
1.0000
1.0000
0.9951
0.9993
0.9975
0.9795
0.9991
0.9967
0.9784
0.6
3.9263
11.8105
10.5136
19.7449
17.8564
5.5964
4.7833
8.3370
8.2468
3.4888
6.1929
6.0525
0.8
14.0052
30.2962
31.5727
42.3389
44.1096
17.0059
16.7219
30.6633
30.4263
13.5716
21.0074
20.6139
0.6
25.7302
21.7471
20.5317
17.0859
17.9250
24.2194
23.4350
21.6449
21.6754
25.7238
25.0373
25.1488
0.8
19.0588
15.5659
14.7373
13.1589
13.1187
18.3119
17.7436
15.5951
15.6129
19.1099
19.1575
19.2497
0.6
0.8875
0.4368
0.5563
0.3317
0.3288
0.7691
0.8221
0.6875
0.6892
0.9013
0.7469
0.7487
0.8
0.4999
0.2349
0.1553
0.1183
0.0755
0.3959
0.4178
0.1736
0.1750
0.5178
0.2175
0.2213
Table 17: Quality measures for the image 13 (Kodak1aD).
19
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak2 (320 × 427)
NCD·102
0.1
0.2
0.4
8.7271
9.3073
11.0252
4.5443
8.9979
18.9460
3.5435
6.1790
12.3445
2.8803
5.7577
15.7797
4.4883
7.5526
16.2563
4.6876
6.5314
11.0612
2.5567
5.2820
10.6135
2.5397
5.6439
13.7833
2.5068
5.5498
13.4630
2.7863
5.5140
10.3852
2.9114
6.0541
14.2569
2.8794
5.9589
13.9348
PSNR
0.1
0.2
0.4
23.6642
23.1390 21.8770
26.2048
22.9043
18.8565
26.8122
24.6634
21.4762
27.3621
24.8325
20.0353
24.2422
22.2696
18.8924
24.7676
23.7992 21.9332
29.7888 26.3829 22.3587
29.7574
26.2810
21.7562
29.7908 26.3090
21.7793
29.1595
26.0814 22.5636
29.1045
25.8408
21.8091
29.1330
25.8678
21.8329
CSSIM
0.1
0.2
0.4
0.8334
0.8013
0.7303
0.8603
0.7178
0.4430
0.9025
0.8192
0.6115
0.9288
0.8291
0.5276
0.8603
0.7439
0.4517
0.8703
0.8169
0.6659
0.9466
0.8623
0.7217
0.9484
0.8416
0.5506
0.9515
0.8511
0.5696
0.9348
0.8496
0.7417
0.9344
0.8233
0.5425
0.9375
0.8325
0.5600
0.6
14.9539
32.9030
23.3305
32.1194
31.7690
17.7818
16.5224
23.0204
22.7435
14.8617
20.6010
20.3599
0.8
26.4425
51.5383
44.7777
55.1483
55.9576
31.3209
29.5162
38.0254
37.6668
26.2635
32.3940
31.9289
0.6
19.8541
15.3796
17.9725
16.0324
15.4682
19.5165
19.0908
17.8658
17.8777
19.7045
18.8014
18.8169
0.8
16.9376
12.7330
14.2617
12.8825
12.5057
16.4984
16.1611
15.1738
15.1873
16.8584
17.1253
17.1495
0.6
0.5991
0.2417
0.3513
0.2484
0.1946
0.4723
0.5283
0.3086
0.3111
0.5988
0.3674
0.3694
0.8
0.3476
0.1058
0.1333
0.1013
0.0726
0.2369
0.2675
0.1172
0.1192
0.3487
0.1436
0.1467
Table 18: Quality measures for the image 14 (Kodak2).
20
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak21D (810 × 306)
NCD·102
0.1
0.2
0.4
0.7979
0.8414
1.0637
1.6633
2.7996
5.4466
0.2725
0.5842
1.7719
0.2167
0.5810
3.6329
0.2829
0.7837
3.4793
0.1569
0.3591
1.0666
0.1097
0.2533
0.9382
0.1484
0.3316
1.2313
0.1452
0.3268
1.2198
0.1097
0.2242
0.5927
0.1605
0.3171
0.7686
0.1567
0.3135
0.7567
PSNR
0.1
0.2
0.4
40.7464
39.8007 34.5646
26.9331
25.4310
22.9549
40.6150
36.4942
28.7616
43.1258
34.8177
23.8534
39.6021
32.8246
24.3140
46.1983
40.7288
32.0348
47.8751 41.0089
30.5272
45.7686
39.6711
29.8944
46.1660
39.8286
29.9211
47.8377 44.3577 35.5425
45.3726 41.6832
35.8120
45.7219 41.9347 35.9472
CSSIM
0.1
0.2
0.4
0.9999
0.9996
0.9911
0.9215
0.8554
0.6816
0.9971
0.9896
0.9352
0.9988
0.9865
0.8335
0.9954
0.9745
0.8182
0.9994
0.9962
0.9730
1.0000
0.9984
0.9707
1.0000
0.9979
0.9623
0.9999
0.9978
0.9625
1.0000
1.0000
0.9941
0.9999
0.9999
0.9947
0.9999
0.9999
0.9949
0.6
2.1785
8.3241
5.8588
12.6321
11.6078
3.0571
3.4503
5.3147
5.2582
1.9582
3.2893
3.1777
0.8
8.5868
19.0280
19.6927
29.6111
32.4383
10.4598
12.5215
21.1776
21.0871
8.7362
12.6370
12.4078
0.6
27.1737
21.3043
21.6109
17.5238
18.2534
25.1194
23.3323
22.0801
22.1015
27.1313
26.9811
27.1084
0.8
19.6385
16.4676
15.4982
13.3758
13.1321
18.6853
17.4957
15.8127
15.8242
19.5071
19.5588
19.6676
0.6
0.9278
0.5032
0.7177
0.4934
0.4753
0.8735
0.8414
0.7701
0.7715
0.9335
0.8699
0.8737
0.8
0.6393
0.3498
0.3100
0.2191
0.1495
0.5613
0.4953
0.2857
0.2875
0.6390
0.4143
0.4186
Table 19: Quality measures for the image 15 (Kodak21D).
21
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak23D (643 × 850)
NCD·102
0.1
0.2
0.4
1.2736
1.3798
1.7677
2.5700
4.4732
8.5780
1.1300
1.8493
3.6094
0.3576
1.0956
6.0281
0.7108
1.6788
5.8210
0.2759
0.6244
1.8987
0.2028
0.4366
1.3773
0.2257
0.5004
1.7391
0.2292
0.5102
1.7503
0.1893
0.3818
0.9443
0.2223
0.4463
1.1249
0.2256
0.4561
1.1405
PSNR
0.1
0.2
0.4
42.6125 41.2002
34.9270
27.8612
26.2965
24.1595
34.8966
32.9878
28.1066
43.0975
34.4647
23.6569
38.2911
32.1666
23.8709
46.5209
40.6373 31.4956
48.3966
41.1507
30.7432
47.5263
40.1268
29.7954
47.4463
40.0810
29.7926
49.5047 45.1916 36.0029
47.9757
43.7061
36.3889
47.8844
43.6177 36.4134
CSSIM
0.1
0.2
0.4
0.9986
0.9973
0.9823
0.8714
0.7410
0.4583
0.9681
0.9364
0.8404
0.9969
0.9709
0.7244
0.9809
0.9289
0.6860
0.9974
0.9889
0.9332
1.0000
0.9986
0.9654
0.9995
0.9965
0.9473
0.9995
0.9963
0.9470
1.0000
1.0000
0.9945
0.9999
0.9999
0.9853
0.9998
0.9996
0.9845
0.6
3.2784
13.1566
9.3960
17.7374
16.2051
4.8800
4.4507
7.3321
7.2722
2.7829
4.8719
4.7495
0.8
11.5147
25.0299
26.3053
37.6705
40.0424
14.6238
15.4405
29.4704
29.2442
11.4455
21.1386
20.8542
0.6
27.3741
22.5403
21.3818
17.4725
18.0651
24.8171
23.5994
21.8148
21.8333
27.3630
27.0037
27.1108
0.8
20.0435
17.7430
15.4662
13.3330
13.0486
18.8578
17.7789
15.9072
15.9221
19.8847
19.0131
19.0700
0.6
0.8978
0.2929
0.5575
0.3271
0.3244
0.7805
0.8131
0.6991
0.7008
0.9145
0.7735
0.7775
0.8
0.5411
0.1667
0.1775
0.1128
0.0730
0.4149
0.4146
0.1567
0.1582
0.5487
0.2120
0.2151
Table 20: Quality measures for the image 16 (Kodak23D).
22
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak24D (683 × 807)
NCD·102
0.1
0.2
0.4
0.7312
0.8042
1.1341
3.8807
6.8459
11.5501
0.2653
0.5897
1.9652
0.1789
0.7439
6.1620
0.2143
0.7542
4.2662
0.1187
0.2958
1.1399
0.1131
0.2804
1.1456
0.1187
0.2953
1.3791
0.1171
0.2940
1.3792
0.1112
0.2362
0.6560
0.1173
0.2425
0.6363
0.1157
0.2418
0.6341
PSNR
0.1
0.2
0.4
44.8400 43.2897
35.7017
26.1532
24.4846
23.0567
43.9192
38.4559
29.5542
46.1994
35.3301
23.6922
42.0926
33.7655
24.7343
51.1362 43.2992
32.6543
51.2839
42.0235
31.0217
50.7469
41.6973
30.5194
51.1850
41.7836
30.5273
52.1951 47.6526
36.6375
51.5707
47.6259
39.0116
52.1194 47.9482 39.1616
CSSIM
0.1
0.2
0.4
1.0000
0.9997
0.9874
0.8166
0.6783
0.4883
0.9940
0.9837
0.9203
0.9988
0.9771
0.7409
0.9950
0.9670
0.7730
0.9997
0.9968
0.9629
1.0000
0.9978
0.9624
1.0000
0.9974
0.9555
1.0000
0.9974
0.9556
1.0000
1.0000
0.9920
1.0000
1.0000
0.9979
1.0000
1.0000
0.9978
0.6
2.9618
14.9256
9.3859
22.1994
17.3506
4.2044
4.7457
7.4336
7.3834
2.7206
4.7729
4.6477
0.8
14.4069
35.9487
32.7997
47.9773
49.9093
16.8592
18.9162
33.7876
33.5562
14.4906
21.2110
20.7271
0.6
27.1932
22.4428
21.0758
17.1816
17.9219
25.1733
23.6193
22.1232
22.1477
27.1001
26.9541
27.1070
0.8
19.2183
15.6936
14.9476
13.1924
12.5773
18.4997
17.4918
15.4686
15.4811
19.0972
18.7336
18.8394
0.6
0.8934
0.4569
0.6010
0.3093
0.3495
0.8166
0.7932
0.7204
0.7213
0.8997
0.8246
0.8273
0.8
0.4975
0.2490
0.1564
0.0979
0.0609
0.4182
0.3735
0.1658
0.1664
0.4977
0.2399
0.2413
Table 21: Quality measures for the image 17 (Kodak24D).
23
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
1.8246
2.2116
0.7797
0.5309
0.6323
0.5114
0.4944
0.5301
0.5264
0.5162
0.5530
0.5496
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
33.6617
27.1962
34.5084
36.9438
35.9634
37.6234
38.5098
37.8743
37.9513
38.3080
37.5139
37.5796
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.9825
0.8958
0.9837
0.9911
0.9878
0.9931
0.9938
0.9918
0.9922
0.9929
0.9911
0.9916
Expic03
NCD·102
1.9689
3.7783
1.4390
1.2596
1.4329
0.9895
0.9664
1.0874
1.0778
0.9794
1.1031
1.0907
PSNR
32.9402
25.3088
32.0844
32.0943
31.1781
34.7942
34.5760
33.5335
33.5839
35.1167
33.9896
34.0348
CSSIM
0.9768
0.8182
0.9628
0.9660
0.9536
0.9818
0.9817
0.9732
0.9746
0.9825
0.9749
0.9765
2.4678
6.6117
3.1952
5.2156
4.8341
2.2907
2.2521
2.8314
2.7986
1.9666
2.4779
2.4360
4.1652
9.6213
8.4964
15.9154
14.5992
5.1523
5.4286
8.2189
8.1233
4.0829
5.9017
5.7546
11.5005
21.7105
23.3168
33.9743
36.5164
13.5958
14.8152
25.1333
24.9671
11.7239
16.6887
16.3709
30.2724
23.2658
27.1654
23.2737
23.8382
29.5981
28.7269
27.4480
27.4693
30.7630
29.4371
29.4721
25.2261
21.3801
20.7777
17.1623
17.7809
23.8268
22.6870
21.0944
21.1145
25.1621
24.3545
24.4218
19.2235
16.2152
15.3880
13.2973
13.0515
18.3704
17.5367
15.6295
15.6414
19.0874
18.8712
18.9484
0.9535
0.6634
0.8809
0.7811
0.7683
0.9317
0.9376
0.8916
0.8943
0.9549
0.9122
0.9169
0.8581
0.5529
0.6314
0.4235
0.4098
0.7922
0.7804
0.6651
0.6684
0.8572
0.7492
0.7558
0.5549
0.3153
0.2613
0.1863
0.1270
0.4748
0.4408
0.2313
0.2333
0.5482
0.3217
0.3249
Table 22: Quality measures for the image 18 (Expic03).
24
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak3 (320 × 427)
NCD·102
0.1
0.2
0.4
7.0326
7.2988
8.1911
2.7570
4.8295
9.1720
2.0391
3.5717
7.1748
2.1154
3.5515
9.9579
1.8429
3.3391
8.1638
2.3584
3.5136
6.1825
1.2420
2.5353
5.6434
1.2060
2.5013
5.8616
1.1976
2.4890
5.8235
1.3004
2.5874
5.5258
1.2728
2.5747
5.7488
1.2642
2.5613
5.7050
PSNR
0.1
0.2
0.4
23.4705
23.2062
22.3670
26.5531
24.3190
21.2185
27.1107
25.0575
21.9715
27.0798
25.2627
20.2493
27.0170
24.7593
20.4982
26.5217
25.2425
23.0249
31.2723 27.9934 23.7246
31.0855
27.7134
23.2250
31.1404
27.7634
23.2564
31.1134
27.9613 24.1521
30.9280
27.7021 23.6824
30.9789
27.7523
23.7175
CSSIM
0.1
0.2
0.4
0.8902
0.8756
0.8108
0.8704
0.7677
0.5257
0.9466
0.8896
0.7166
0.9665
0.8912
0.5704
0.9595
0.8995
0.6526
0.9511
0.9220
0.8235
0.9776
0.9396
0.8221
0.9780
0.9308
0.7682
0.9780
0.9309
0.7700
0.9750
0.9373
0.8290
0.9738
0.9259
0.7704
0.9739
0.9267
0.7726
0.6
10.9348
15.9828
14.9414
22.3272
20.2764
10.5867
10.7991
13.0649
12.9732
10.1805
11.6734
11.5709
0.8
20.3876
33.1710
32.0110
40.2239
42.9518
21.0261
20.6771
24.6246
24.4384
20.3163
23.0154
22.8090
0.6
20.3498
17.5907
18.0062
15.8503
15.7543
20.2488
20.2288
18.8319
18.8544
20.6486
19.8290
19.8599
0.8
16.7363
13.1294
13.8724
12.6341
11.8462
16.5255
16.5846
16.5106
16.5504
16.7395
17.1607
17.2095
0.6
0.6472
0.3041
0.4001
0.2533
0.2916
0.6209
0.6447
0.4668
0.4687
0.6525
0.4983
0.5005
0.8
0.3103
0.1222
0.1304
0.1099
0.0838
0.2880
0.3038
0.1417
0.1423
0.3143
0.1731
0.1741
Table 23: Quality measures for the image 19 (Kodak3).
25
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak4 (320 × 427)
NCD·102
0.1
0.2
0.4
3.3108
3.4758
3.9613
2.6491
4.9947
9.1067
0.9993
1.7696
4.0525
0.9982
1.7991
6.6508
1.0488
2.1206
6.1021
1.3147
1.9056
3.4540
0.6558
1.4326
3.5383
0.7123
1.6127
4.2450
0.7053
1.5881
4.1668
0.7415
1.4799
3.1590
0.8237
1.6718
3.8498
0.8133
1.6428
3.7744
PSNR
0.1
0.2
0.4
26.5730
26.2988
25.3280
27.3700
25.0487
22.7233
30.2504
28.3173
24.6729
30.3911
28.3290
22.1280
30.6562
27.4532
22.1626
29.0746
27.9303 25.4900
34.0739
30.1598
25.4306
34.0922
29.9947
24.8089
34.1157 30.0239
24.8406
33.7487 30.3597 26.4548
33.6648 30.1095
25.7979
33.6858
30.1411
25.8415
CSSIM
0.1
0.2
0.4
0.9450
0.9353
0.9017
0.8659
0.7356
0.5079
0.9750
0.9469
0.8358
0.9779
0.9407
0.7080
0.9682
0.9170
0.7019
0.9664
0.9500
0.8866
0.9876
0.9624
0.8835
0.9838
0.9461
0.8127
0.9841
0.9473
0.8175
0.9825
0.9600
0.9055
0.9771
0.9424
0.8357
0.9776
0.9437
0.8407
0.6
5.4940
13.4257
9.7520
17.9943
15.4592
6.2319
6.6288
9.8838
9.7683
5.3777
7.4781
7.3463
0.8
12.2963
23.0990
26.2508
37.1045
36.9653
14.3232
15.3915
26.4338
26.2740
12.3381
19.2883
19.0880
0.6
23.0752
20.5765
19.9292
16.9285
17.3421
22.3680
21.6833
20.2750
20.3000
23.1100
22.0677
22.1102
0.8
18.8831
16.3267
14.8595
13.1651
12.8395
18.1912
17.4709
15.6159
15.6280
18.7813
17.7800
17.8229
0.6
0.8042
0.3097
0.5710
0.3532
0.3623
0.7460
0.7429
0.5597
0.5642
0.8128
0.6494
0.6566
0.8
0.5149
0.1692
0.2087
0.1401
0.1038
0.4343
0.4178
0.1793
0.1821
0.5174
0.2355
0.2392
Table 24: Quality measures for the image 20 (Kodak4).
26
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak4a (366 × 429)
NCD·102
0.1
0.2
0.4
2.3353
2.4850
3.0743
3.3653
5.8475
10.5235
1.1105
1.9059
4.3585
0.7434
1.7149
8.0028
0.7424
1.7032
6.1717
0.4899
0.9906
2.5847
0.4907
0.9873
2.3856
0.5277
1.0948
2.8992
0.5175
1.0773
2.8694
0.5103
0.9707
2.1348
0.5470
1.0826
2.5251
0.5362
1.0664
2.4928
PSNR
0.1
0.2
0.4
30.6235
30.2540
28.4355
26.6157
24.9955
22.9376
33.2646
30.9707
26.0431
33.8365
30.4129
22.3907
34.2882
30.3775
23.3199
35.8688 33.4614
28.5605
37.2703 33.7670
28.5094
36.5295
32.9039
27.5467
36.7255
33.0433
27.6019
37.1476 34.1129 29.8453
36.3992 33.1869
28.7790
36.5858
33.3307
28.8569
CSSIM
0.1
0.2
0.4
0.9955
0.9931
0.9705
0.8548
0.7498
0.5634
0.9718
0.9516
0.8556
0.9925
0.9568
0.6991
0.9874
0.9534
0.7449
0.9970
0.9912
0.9437
0.9974
0.9939
0.9653
0.9962
0.9869
0.9367
0.9962
0.9872
0.9376
0.9974
0.9950
0.9782
0.9955
0.9885
0.9562
0.9956
0.9886
0.9574
0.6
5.2250
15.1116
11.7760
22.7665
18.6926
6.0494
5.9157
9.3741
9.2836
4.9721
7.4001
7.2542
0.8
16.3541
34.9756
33.0482
46.5759
48.5204
18.4639
19.0329
29.7813
29.4982
16.4994
21.8925
21.5142
0.6
24.5067
20.6330
20.3344
16.8909
17.5118
23.6692
23.2556
21.2555
21.2865
24.6538
23.8045
23.8809
0.8
18.5354
14.8588
14.9491
13.1377
12.6485
17.9888
17.5750
15.6744
15.7099
18.4451
18.5056
18.5839
0.6
0.8661
0.4433
0.5653
0.3216
0.3616
0.8020
0.8176
0.6896
0.6925
0.8715
0.7500
0.7549
0.8
0.4782
0.2131
0.1705
0.1187
0.0795
0.4116
0.4077
0.1884
0.1893
0.4788
0.2441
0.2466
Table 25: Quality measures for the image 21 (Kodak4a).
27
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak5 (320 × 427)
NCD·102
0.1
0.2
0.4
4.1927
4.3751
5.0525
2.9379
5.5058
10.3994
1.4578
2.7598
5.7367
1.4033
2.7947
9.3190
1.1879
2.6592
7.5297
0.9501
1.8445
4.1372
0.9169
1.7996
3.9763
0.9436
1.8918
4.6586
0.9380
1.8822
4.6167
0.9544
1.7905
3.7176
0.9829
1.9207
4.3332
0.9775
1.9107
4.2835
PSNR
0.1
0.2
0.4
28.7748
28.4448 27.0671
28.1911
26.0992
23.5185
32.3168
29.7854
25.5465
32.2596
29.1502
22.3969
33.3746
29.0728
22.8898
33.7776 31.4702
27.4781
35.4621 31.8651
26.8306
35.2075
31.4006
25.9740
35.2873
31.4611
26.0070
35.1780 32.1409 28.1064
34.8158 31.5601
27.2016
34.8873
31.6210
27.2500
CSSIM
0.1
0.2
0.4
0.9857
0.9816
0.9500
0.8988
0.8074
0.6255
0.9759
0.9414
0.8328
0.9861
0.9353
0.6893
0.9814
0.9297
0.7125
0.9939
0.9803
0.9136
0.9962
0.9884
0.9495
0.9912
0.9732
0.8799
0.9913
0.9744
0.8820
0.9963
0.9907
0.9590
0.9903
0.9746
0.8925
0.9905
0.9756
0.8952
0.6
7.4870
16.4331
13.7760
22.2303
19.2707
8.3959
7.8126
11.4749
11.3351
7.0708
9.2687
9.0848
0.8
17.6071
31.5926
33.5853
42.6963
43.9976
19.9546
19.1709
28.2021
27.9167
17.4437
22.1509
21.8269
0.6
23.6268
20.4345
19.9590
17.1211
17.4676
22.8770
22.6819
20.5559
20.5810
23.8207
23.1441
23.2021
0.8
18.6945
15.4568
14.8655
13.3315
12.9552
18.0091
17.7701
15.7047
15.7177
18.5962
18.6367
18.6837
0.6
0.8183
0.4376
0.5334
0.3631
0.3580
0.7376
0.8022
0.6195
0.6228
0.8358
0.6702
0.6751
0.8
0.4757
0.2199
0.1996
0.1571
0.1129
0.4077
0.4227
0.2145
0.2158
0.4725
0.2765
0.2793
Table 26: Quality measures for the image 22 (Kodak5).
28
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak6 (320 × 427)
NCD·102
0.1
0.2
0.4
4.7210
5.0608
6.1816
4.0078
7.6349
15.0000
2.4562
4.6270
10.1787
1.7045
3.9149
12.9580
2.5423
5.5034
15.0160
1.9699
3.8736
8.5786
1.5359
2.7810
6.2707
1.8657
3.5037
7.8763
1.8671
3.5187
7.8370
1.6036
2.7717
5.2748
1.9592
3.6289
7.2643
1.9568
3.6385
7.2115
PSNR
0.1
0.2
0.4
35.1084
34.4492 31.4908
31.6239
29.5154
26.9522
36.9433
34.3043
28.6102
37.7307
33.1436
24.2524
36.1077
30.2951
23.2525
38.8341
35.8368
29.9095
39.2089 35.7885
28.9130
38.6022
34.5370
27.7379
38.6376
34.5671
27.7575
39.2064 36.5088 32.3019
38.4091 35.0678
31.1459
38.4357 35.1031
31.2008
CSSIM
0.1
0.2
0.4
0.9722
0.9649
0.9284
0.9335
0.8560
0.6684
0.9792
0.9462
0.8135
0.9898
0.9528
0.7210
0.9748
0.9034
0.6304
0.9884
0.9639
0.8582
0.9945
0.9837
0.9085
0.9880
0.9665
0.8444
0.9883
0.9669
0.8472
0.9943
0.9863
0.9421
0.9870
0.9657
0.8614
0.9872
0.9665
0.8653
0.6
9.5397
24.1504
20.9362
30.9699
34.0976
15.9695
13.7363
19.5254
19.1979
9.8411
15.2530
14.8496
0.8
22.1323
41.0636
46.4746
60.7304
67.1107
31.6318
32.0209
49.5030
48.8289
23.5222
34.0197
33.1172
0.6
26.1656
23.7140
21.9114
18.1813
17.9803
24.1548
22.6643
21.5053
21.5193
26.4935
26.4786
26.5367
0.8
20.5496
18.8321
16.3133
13.9621
14.0674
19.2091
17.5849
16.6108
16.6191
20.2768
21.0295
21.0716
0.6
0.8115
0.4510
0.5288
0.3665
0.2859
0.6557
0.6932
0.5310
0.5377
0.7992
0.5956
0.6059
0.8
0.4811
0.2363
0.1964
0.1246
0.0854
0.3484
0.3316
0.1710
0.1755
0.4544
0.2625
0.2700
Table 27: Quality measures for the image 23 (Kodak6).
29
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Kodak7D (500 × 531)
NCD·102
0.1
0.2
0.4
1.3732
1.4949
1.9402
2.9601
4.8585
7.8796
0.7718
1.4113
3.2187
0.3948
1.1223
6.0144
0.5051
1.3066
4.9209
0.2544
0.5824
1.7126
0.2459
0.5230
1.6020
0.2730
0.5580
2.0038
0.2688
0.5523
1.9832
0.2411
0.4839
1.1826
0.2804
0.5333
1.3932
0.2765
0.5283
1.3748
PSNR
0.1
0.2
0.4
37.0836
36.1781 32.4765
26.4835
24.8053
23.2300
35.7508
33.3198
27.5713
39.9574
33.3956
23.1159
39.0178
32.3387
24.2510
43.2710
38.7679
31.0972
43.1767
38.4038
30.2883
42.2061
37.9276
28.8969
42.3496
37.9909
28.9131
43.4718 39.8857 33.6697
42.2295 39.0285
33.0997
42.3599
39.1113
33.1660
CSSIM
0.1
0.2
0.4
0.9966
0.9953
0.9789
0.8496
0.7459
0.5702
0.9803
0.9588
0.8756
0.9967
0.9699
0.7410
0.9898
0.9521
0.7494
0.9987
0.9939
0.9538
0.9990
0.9959
0.9625
0.9976
0.9929
0.9328
0.9977
0.9931
0.9333
0.9994
0.9982
0.9859
0.9974
0.9949
0.9724
0.9975
0.9949
0.9727
0.6
3.6861
10.4056
9.2948
18.7599
15.7581
4.5878
4.5270
7.4705
7.3985
3.3315
5.3697
5.2320
0.8
13.1333
27.8088
27.8489
40.3369
41.9494
15.1075
15.7590
28.4834
28.2663
12.8074
18.9712
18.6513
0.6
26.3025
22.1523
20.9351
17.1098
18.0411
24.6931
24.0260
22.0203
22.0433
26.4075
25.8593
25.9625
0.8
19.1394
15.6904
15.1660
13.2002
12.9044
18.4188
17.8433
15.5730
15.5870
19.1524
18.8066
18.8991
0.6
0.8859
0.4891
0.5981
0.3504
0.3660
0.8149
0.8229
0.7022
0.7033
0.8952
0.7788
0.7829
0.8
0.5184
0.2413
0.1921
0.1264
0.0804
0.4446
0.4295
0.1793
0.1800
0.5276
0.2517
0.2537
Table 28: Quality measures for the image 24 (Kodak7D).
30
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Main02 (311 × 290)
NCD·102
0.1
0.2
0.4
8.4328
8.9116
10.4623
3.5332
6.6232
12.7208
3.0093
4.8683
9.3927
2.6623
4.7486
11.8875
3.6400
5.7463
11.8425
3.8621
5.2225
8.5341
2.0033
3.9218
8.4217
1.9941
4.0469
9.2826
1.9812
4.0166
9.2197
2.1295
4.0438
8.3068
2.1327
4.2427
9.2182
2.1186
4.2084
9.1433
PSNR
0.1
0.2
0.4
22.3212
22.0616
21.0631
23.5900
21.2509
18.1588
23.7900
22.7388
20.3990
25.4981
23.8605
19.7370
22.5007
21.2358
18.3377
23.4729
22.8504 21.2546
28.0386 25.2161 21.5608
27.8126
24.9156
20.8584
27.8356
24.9366
20.8708
27.7481
25.1513 21.8689
27.3229
24.6919 21.1281
27.3425
24.7096
21.1426
CSSIM
0.1
0.2
0.4
0.8549
0.8317
0.7581
0.8755
0.7632
0.5442
0.9380
0.8801
0.7131
0.9387
0.8514
0.5853
0.9052
0.8366
0.6018
0.9216
0.8865
0.7763
0.9571
0.9103
0.7704
0.9572
0.8961
0.6959
0.9576
0.8978
0.6990
0.9515
0.9063
0.7802
0.9515
0.8866
0.7013
0.9520
0.8884
0.7053
0.6
14.0146
20.4745
17.7488
24.5690
23.9392
13.9317
14.1354
17.7610
17.6200
13.5177
16.1126
15.9517
0.8
23.4520
34.3538
34.8778
42.9749
45.1690
24.7744
25.0172
29.3926
29.1586
23.3952
24.9780
24.6847
0.6
19.2770
15.4937
17.4020
15.8461
15.2804
19.0936
18.9894
17.6418
17.6541
19.3391
18.2473
18.2615
0.8
16.4563
12.3976
13.7473
12.7275
12.1133
16.1114
15.9216
15.2510
15.2674
16.4434
16.5374
16.5612
0.6
0.6065
0.3534
0.4433
0.2951
0.3089
0.5820
0.5851
0.4340
0.4373
0.6089
0.4688
0.4727
0.8
0.3555
0.1815
0.1800
0.1281
0.1105
0.3175
0.3094
0.1819
0.1834
0.3510
0.2267
0.2282
Table 29: Quality measures for the image 25 (Main02).
31
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Misc414 (256 × 256)
NCD·102
0.1
0.2
0.4
2.1243
2.2508
2.7268
3.1453
5.1321
8.5305
0.8667
1.4465
3.4096
0.5649
1.3512
6.4340
0.5891
1.3381
5.1054
0.3806
0.7694
2.0691
0.3569
0.7194
2.0801
0.4196
0.8328
2.5526
0.4125
0.8147
2.5172
0.3601
0.7128
1.6978
0.4301
0.8378
2.0238
0.4219
0.8188
1.9810
PSNR
0.1
0.2
0.4
36.2099
35.3885 31.5979
26.2671
25.1587
23.6778
35.5660
33.1334
27.4441
38.1277
32.2960
23.1482
36.8049
31.9675
24.1322
41.3767
37.8366
30.6337
40.9837
38.2288
29.4582
39.1540
36.2489
28.2174
39.3293
36.3893
28.2546
41.9950 38.8194 32.6248
39.2419 36.6911
31.2124
39.4224
36.8642
31.2923
CSSIM
0.1
0.2
0.4
0.9943
0.9913
0.9760
0.8449
0.7444
0.5976
0.9732
0.9573
0.8703
0.9935
0.9651
0.7371
0.9850
0.9562
0.7518
0.9968
0.9924
0.9512
0.9990
0.9955
0.9553
0.9970
0.9892
0.9210
0.9970
0.9897
0.9213
0.9992
0.9972
0.9791
0.9969
0.9895
0.9524
0.9971
0.9904
0.9535
0.6
4.5711
12.2769
9.7791
19.8859
16.1738
5.3503
5.4663
8.4116
8.3080
4.0601
6.2240
6.0530
0.8
13.6542
27.9386
28.1359
41.1118
42.3217
15.6083
17.1863
30.4461
30.2779
13.8898
20.5014
20.1673
0.6
25.9211
21.6240
20.9159
17.0808
17.9941
24.3814
23.5790
21.7839
21.8093
26.0261
24.6869
24.7833
0.8
19.3720
15.5763
15.3632
13.3110
12.9869
18.6452
17.7705
15.6277
15.6422
19.1782
18.6252
18.7130
0.6
0.8733
0.4795
0.5979
0.3536
0.3773
0.7974
0.8014
0.6880
0.6891
0.8812
0.7647
0.7688
0.8
0.5235
0.2637
0.2192
0.1455
0.1134
0.4526
0.4139
0.2153
0.2161
0.5166
0.2838
0.2858
Table 30: Quality measures for the image 26 (Misc414).
32
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Misc416 (256 × 256)
NCD·102
0.1
0.2
0.4
4.5140
4.7530
5.5061
2.3550
4.6258
9.1848
1.2477
2.4746
5.2533
1.3221
2.6659
8.3855
1.2398
2.5714
7.0828
1.1518
1.9970
4.0660
0.9656
1.8659
4.0439
1.0129
2.0711
4.9629
1.0023
2.0358
4.8827
1.0213
1.9225
3.7843
1.0771
2.1800
4.8844
1.0655
2.1415
4.7797
PSNR
0.1
0.2
0.4
28.0751
27.5952 25.8942
28.2463
25.6499
22.4034
31.3875
28.5871
24.3040
31.4603
27.9468
21.6435
31.2463
27.8701
22.1001
31.3170
29.6312 26.1585
34.1144 30.5292 25.5809
33.7091
29.8666
24.4781
33.7763
29.9231
24.5228
33.7460
30.4599 26.5207
33.2503
29.7309
25.3162
33.3120
29.7900
25.3722
CSSIM
0.1
0.2
0.4
0.9573
0.9490
0.9074
0.9213
0.8318
0.6486
0.9732
0.9321
0.8227
0.9784
0.9167
0.6943
0.9720
0.9172
0.7018
0.9804
0.9625
0.8941
0.9837
0.9661
0.9126
0.9802
0.9402
0.8330
0.9808
0.9419
0.8364
0.9812
0.9649
0.9253
0.9781
0.9351
0.8359
0.9787
0.9379
0.8383
0.6
7.7278
15.7882
12.5634
20.1678
18.3200
8.0632
7.9018
11.2541
11.0829
7.0034
9.5822
9.3868
0.8
16.3847
27.8700
29.3516
37.4128
39.8245
17.8860
17.5595
27.2977
27.1283
15.8935
19.8789
19.6683
0.6
22.6598
18.6461
19.2092
16.7363
16.8770
21.9363
22.0095
19.8057
19.8327
22.9342
21.2479
21.2911
0.8
18.1523
14.4480
14.6002
13.2549
12.7181
17.5938
17.4487
15.5280
15.5431
18.3271
17.9252
17.9699
0.6
0.7892
0.4598
0.5529
0.4059
0.3779
0.7319
0.7732
0.5828
0.5875
0.8054
0.6282
0.6338
0.8
0.4910
0.2739
0.2484
0.2041
0.1476
0.4365
0.4463
0.2392
0.2421
0.5042
0.3253
0.3279
Table 31: Quality measures for the image 27 (Misc416).
33
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Misc417 (256 × 256)
NCD·102
0.1
0.2
0.4
0.7143
0.7938
1.0894
1.3498
2.6314
5.3269
0.3872
0.5496
1.7755
0.2473
0.6602
3.7432
0.2391
0.6805
3.0668
0.2057
0.3769
1.0589
0.1665
0.3801
1.1084
0.1877
0.4621
1.5317
0.1816
0.4505
1.5309
0.1715
0.3572
0.8141
0.1949
0.4264
1.0544
0.1894
0.4189
1.0525
PSNR
0.1
0.2
0.4
37.8048
36.9342 33.0110
28.5079
25.6604
22.9941
36.4850
34.9825
27.9673
39.7113
33.3242
23.5654
39.1519
32.4879
24.2874
40.0956 37.4825
30.7558
41.7415
37.6146
29.5853
41.3601
36.4522
28.4406
41.4562
36.4789
28.4343
41.9402 38.3052 33.1460
41.3748
37.4233
32.1039
41.4566
37.4105
32.0667
CSSIM
0.1
0.2
0.4
0.9849
0.9824
0.9689
0.9480
0.8792
0.7009
0.9902
0.9814
0.9180
0.9950
0.9766
0.8282
0.9928
0.9685
0.8204
0.9942
0.9887
0.9562
0.9959
0.9882
0.9553
0.9949
0.9828
0.9200
0.9951
0.9836
0.9202
0.9959
0.9892
0.9737
0.9945
0.9848
0.9479
0.9947
0.9851
0.9481
0.6
2.2586
8.5557
5.7999
11.8864
11.6693
3.0210
3.4333
5.6992
5.6715
2.0752
3.3066
3.2643
0.8
8.3647
15.2250
19.1739
26.5605
34.1309
10.0330
11.4584
18.5368
18.4402
8.3700
12.7717
12.6726
0.6
26.6877
21.0212
21.1267
17.4742
17.5736
24.5662
23.3609
21.5510
21.5618
26.9021
25.8635
25.9129
0.8
19.4806
17.4960
15.1805
13.4818
12.2112
18.5325
17.6226
16.2162
16.2332
19.4383
18.6584
18.6905
0.6
0.9069
0.4866
0.6950
0.5026
0.4467
0.8466
0.8299
0.7182
0.7188
0.9161
0.8131
0.8136
0.8
0.6250
0.2290
0.2796
0.2343
0.1231
0.5305
0.5011
0.2508
0.2521
0.6310
0.3434
0.3458
Table 32: Quality measures for the image 28 (Misc417).
34
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Misc421 (512 × 512)
NCD·102
0.1
0.2
0.4
2.3540
2.4589
2.9116
2.4009
4.8058
9.8427
1.2972
2.0363
3.9775
0.6933
1.5111
6.7103
0.7642
1.7846
5.7655
0.3983
0.8701
2.4749
0.3491
0.7106
1.8787
0.4572
0.8846
2.3528
0.4475
0.8649
2.3135
0.3350
0.6557
1.4660
0.4593
0.8377
1.7855
0.4508
0.8195
1.7459
PSNR
0.1
0.2
0.4
38.1908
37.2448 32.4460
30.0077
27.3026
24.3802
34.5318
32.6607
27.5885
39.4147
33.1745
23.5095
36.8933
31.3317
23.5794
42.5472
38.0867
30.0318
42.9083
38.1891
30.2384
40.2806
36.0210
28.7532
40.3274
36.0596
28.7753
43.9504 40.7812 34.4450
40.3470
37.4341
32.5663
40.3844
37.4825
32.6072
CSSIM
0.1
0.2
0.4
0.9943
0.9918
0.9698
0.8982
0.7588
0.4500
0.9597
0.9302
0.8382
0.9930
0.9603
0.7090
0.9809
0.9313
0.7004
0.9958
0.9859
0.9214
0.9978
0.9944
0.9615
0.9902
0.9784
0.9239
0.9903
0.9787
0.9240
0.9982
0.9971
0.9876
0.9897
0.9809
0.9587
0.9898
0.9810
0.9585
0.6
4.4888
15.9104
10.1187
18.4282
15.7673
5.9470
5.1778
8.0664
7.8997
3.6242
5.7416
5.5644
0.8
11.3569
26.3323
25.8341
36.4485
36.5983
14.6610
15.2478
28.3152
28.1125
11.3801
20.8754
20.6042
0.6
26.2918
22.0585
21.0686
17.4353
17.9878
23.9035
23.1087
21.5556
21.5785
26.7212
25.8162
25.8985
0.8
20.3253
18.1037
15.5627
13.4457
13.3326
18.9424
17.7660
16.0547
16.0726
20.0900
19.0629
19.0987
0.6
0.8760
0.2395
0.5567
0.3270
0.3529
0.7530
0.8044
0.6777
0.6806
0.9005
0.7622
0.7656
0.8
0.5658
0.1298
0.2037
0.1251
0.1056
0.4303
0.4346
0.1978
0.1999
0.5659
0.2634
0.2669
Table 33: Quality measures for the image 29 (Misc421).
35
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Misc422 (512 × 512)
NCD·102
0.1
0.2
0.4
1.7651
1.8335
2.0949
0.8741
1.7254
3.4915
0.3238
0.6589
1.7256
0.4354
0.7348
2.9340
0.3387
0.8491
3.0011
0.3057
0.5637
1.3698
0.2743
0.5708
1.5096
0.2933
0.6269
1.7150
0.2884
0.6151
1.6894
0.2830
0.5491
1.2112
0.3100
0.6128
1.3131
0.3047
0.6009
1.2857
PSNR
0.1
0.2
0.4
32.8317
32.3901 30.0953
29.2213
26.3979
23.5242
36.9762
33.7922
27.6408
36.9349
32.6738
23.6434
35.9964
30.4961
23.3852
37.3801
35.0285
29.2978
38.1177 34.5215
28.5002
37.4837
33.6860
27.1783
37.5290
33.7265
27.1992
38.0217 35.3287 30.8210
37.1640 34.1361
30.0588
37.2090 34.1770
30.1023
CSSIM
0.1
0.2
0.4
0.9950
0.9935
0.9809
0.9629
0.9067
0.7501
0.9979
0.9923
0.9464
0.9979
0.9883
0.8701
0.9946
0.9744
0.8465
0.9972
0.9949
0.9705
0.9982
0.9942
0.9686
0.9971
0.9887
0.9395
0.9972
0.9890
0.9400
0.9985
0.9961
0.9828
0.9970
0.9906
0.9692
0.9971
0.9910
0.9692
0.6
2.9255
5.2466
4.6561
9.1166
8.6035
3.0361
3.5531
4.7899
4.7293
2.5135
2.8758
2.8013
0.8
6.0233
9.3727
13.2132
20.4087
21.0628
7.2174
8.3377
13.1547
13.0818
6.0369
7.8470
7.7334
0.6
25.7538
21.9678
21.4573
17.6276
18.0531
24.0457
22.8337
21.2328
21.2512
25.6066
25.3853
25.4462
0.8
20.4562
18.5460
15.9409
13.6258
13.6549
19.1391
18.1821
16.3210
16.3314
20.3350
19.8047
19.8463
0.6
0.9302
0.5775
0.7706
0.5683
0.5461
0.8874
0.8667
0.7779
0.7797
0.9303
0.8861
0.8884
0.8
0.7515
0.3657
0.4125
0.2774
0.2190
0.6617
0.6345
0.4053
0.4073
0.7546
0.5626
0.5668
Table 34: Quality measures for the image 30 (Misc422).
36
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Misc423 (512 × 512)
NCD·102
0.1
0.2
0.4
8.4679
8.6955
9.4865
2.9836
5.2452
10.0488
2.0824
3.6182
7.3227
2.2003
3.6993
10.3292
2.3936
4.0019
9.0444
3.8269
4.9502
7.4229
1.2887
2.7860
6.4627
1.2166
2.7006
6.6125
1.2179
2.7017
6.5825
1.3891
2.8660
6.2504
1.3308
2.8053
6.3467
1.3318
2.8055
6.3129
PSNR
0.1
0.2
0.4
22.6930
22.4679
21.7147
25.7625
23.4794
20.1544
26.5229
24.5677
21.5567
26.8180
24.9858
20.0660
25.4808
23.5340
19.7509
24.3487
23.5880
22.0603
30.5494 27.0782 22.7383
30.5962
26.9897
22.2349
30.6182 27.0099
22.2577
30.2987 27.0667 23.2024
30.3241
26.9004 22.6842
30.3456
26.9213
22.7095
CSSIM
0.1
0.2
0.4
0.8915
0.8728
0.8160
0.8718
0.7706
0.5543
0.9570
0.9161
0.7716
0.9698
0.9031
0.6082
0.9567
0.9033
0.6828
0.9324
0.9069
0.8277
0.9813
0.9472
0.8285
0.9838
0.9481
0.7947
0.9840
0.9487
0.7962
0.9781
0.9445
0.8411
0.9806
0.9449
0.8115
0.9809
0.9455
0.8136
0.6
11.9228
16.1702
14.9901
22.8992
21.2662
11.4756
11.7720
13.5938
13.4879
11.0438
11.9739
11.8539
0.8
21.1555
32.7713
32.4187
41.1574
44.6697
21.7237
21.3845
22.3029
22.0557
21.0635
20.3217
20.0794
0.6
19.8999
17.2767
17.8500
15.7863
15.5203
19.7419
19.7909
18.5964
18.6397
20.0278
19.4919
19.5393
0.8
16.4795
13.3265
13.8247
12.6290
11.8428
16.2656
16.3517
16.3272
16.3762
16.4894
17.1465
17.2088
0.6
0.6736
0.3660
0.4721
0.2841
0.3247
0.6561
0.6719
0.5053
0.5091
0.6790
0.5555
0.5598
0.8
0.3671
0.1464
0.1613
0.1225
0.0907
0.3428
0.3586
0.1703
0.1715
0.3727
0.2117
0.2136
Table 35: Quality measures for the image 31 (Misc423).
37
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Misc425 (512 × 512)
NCD·102
0.1
0.2
0.4
1.3174
1.3957
1.7144
1.2366
2.3045
4.4490
0.5751
1.0441
2.1592
0.3379
0.8395
4.0064
0.4153
1.0374
3.8717
0.2442
0.4925
1.3672
0.2263
0.5040
1.4461
0.2501
0.5677
1.8879
0.2465
0.5598
1.8600
0.2303
0.4710
1.1109
0.2626
0.5573
1.3913
0.2592
0.5504
1.3741
PSNR
0.1
0.2
0.4
33.9736
33.2714 30.3294
28.9568
26.5418
23.7820
33.4954
31.0060
26.7559
36.9796
31.5957
22.9740
35.5113
30.3372
23.0713
38.5639
35.5557
29.3217
39.4601 35.3099
28.4795
38.4794
34.0445
26.8449
38.5706
34.0945
26.8709
39.2800 36.1402 31.0745
37.8871 34.0961
29.1843
37.9427 34.1319
29.2085
CSSIM
0.1
0.2
0.4
0.9973
0.9956
0.9817
0.9563
0.9160
0.8168
0.9955
0.9870
0.9359
0.9966
0.9814
0.8489
0.9963
0.9762
0.8245
0.9990
0.9964
0.9689
0.9990
0.9962
0.9684
0.9984
0.9915
0.9381
0.9984
0.9918
0.9387
0.9991
0.9975
0.9850
0.9982
0.9928
0.9646
0.9982
0.9932
0.9653
0.6
2.9511
7.1539
6.3796
11.7764
11.7256
3.5300
3.8153
6.0248
5.9490
2.7148
3.8645
3.7765
0.8
8.6727
14.8209
18.3449
25.2704
30.7876
10.2187
11.4726
17.7241
17.6242
8.7608
12.0817
11.9480
0.6
25.2802
21.0321
20.6746
17.3810
17.4496
23.7167
22.7713
21.0141
21.0388
25.3293
24.2825
24.3431
0.8
19.1741
16.3708
15.2614
13.5492
12.5546
18.2929
17.3505
16.0686
16.0911
19.0265
18.6985
18.7417
0.6
0.9150
0.6948
0.7285
0.5700
0.4912
0.8654
0.8575
0.7445
0.7462
0.9194
0.8251
0.8274
0.8
0.6552
0.4391
0.3478
0.2934
0.1622
0.5740
0.5460
0.3858
0.3833
0.6554
0.4739
0.4717
Table 36: Quality measures for the image 32 (Misc425).
38
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Misc426 (512 × 512)
NCD·102
0.1
0.2
0.4
6.9661
7.1585
7.8253
2.6233
4.9509
9.7006
1.5864
2.9140
6.5889
1.7631
3.1555
9.2771
1.6325
3.2451
8.4646
1.7764
2.8697
5.5667
1.4050
2.7242
5.5557
1.4116
2.8172
6.3676
1.4050
2.7900
6.2579
1.4718
2.7744
5.2606
1.4897
2.9277
6.0730
1.4821
2.8992
5.9619
PSNR
0.1
0.2
0.4
28.0406
27.7190 26.4182
28.0526
25.8204
23.0137
32.3235
29.8688
25.2522
32.4793
29.0069
22.0700
31.8339
28.3822
22.4065
31.2282
29.8227 26.6628
33.9164
30.7771
26.2199
33.8826
30.4634
25.0038
33.9223 30.5029
25.0440
33.7147 30.8139 27.2803
33.4493
30.4074
25.8987
33.4856
30.4467
25.9523
CSSIM
0.1
0.2
0.4
0.9318
0.9124
0.8591
0.9098
0.8144
0.6040
0.9666
0.9273
0.7770
0.9713
0.9137
0.6607
0.9602
0.8952
0.6498
0.9692
0.9407
0.8471
0.9733
0.9415
0.8608
0.9685
0.9168
0.7563
0.9698
0.9207
0.7627
0.9709
0.9429
0.8769
0.9646
0.9113
0.7688
0.9660
0.9159
0.7757
0.6
10.0027
15.4024
13.9894
20.8043
19.5303
9.9353
10.0517
13.0621
12.8427
8.9859
10.7774
10.5204
0.8
18.4255
28.2698
31.6662
38.4887
41.9804
20.0953
19.6689
29.1952
28.9623
18.2734
22.3671
22.0542
0.6
23.3210
20.2953
19.7129
16.8904
17.2100
22.5238
22.4501
20.1674
20.1961
23.4349
22.6213
22.6833
0.8
18.6820
15.9352
14.7088
13.3002
12.7766
18.0026
17.8865
15.6896
15.7054
18.6651
18.3794
18.4261
0.6
0.7293
0.4069
0.5088
0.3681
0.3293
0.6737
0.7088
0.5124
0.5178
0.7396
0.5711
0.5780
0.8
0.4418
0.1955
0.1981
0.1681
0.1012
0.3830
0.3985
0.1717
0.1741
0.4485
0.2343
0.2377
Table 37: Quality measures for the image 33 (Misc426).
39
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Monarch (512 × 768)
NCD·102
0.1
0.2
0.4
1.6293
1.7817
2.3057
3.2604
6.1190
11.4866
1.2361
1.9545
4.0574
0.5401
1.4857
7.5156
0.7052
1.6561
5.8755
0.3761
0.7720
2.1591
0.3657
0.7214
1.9734
0.3989
0.8290
2.4478
0.3946
0.8186
2.4243
0.3767
0.6776
1.5272
0.4430
0.8170
1.8366
0.4390
0.8077
1.8130
PSNR
0.1
0.2
0.4
33.8197
32.8763 29.8729
27.3291
25.1454
22.8577
33.4270
31.1661
26.3406
35.9707
31.1471
22.6592
35.0557
30.5104
23.4859
36.7230 34.2437
29.0076
37.9786 34.3638
28.4171
37.6539
33.6388
27.0543
37.7212
33.6890
27.0763
37.5178 34.6664 30.3991
37.0608 33.7198
28.9277
37.1182
33.7783
28.9743
CSSIM
0.1
0.2
0.4
0.9970
0.9942
0.9729
0.8488
0.6947
0.4290
0.9642
0.9390
0.8431
0.9903
0.9539
0.6891
0.9857
0.9381
0.7055
0.9984
0.9913
0.9389
0.9991
0.9955
0.9557
0.9974
0.9894
0.9297
0.9974
0.9895
0.9305
0.9993
0.9979
0.9818
0.9967
0.9919
0.9659
0.9968
0.9919
0.9658
0.6
4.2774
16.6912
10.9019
21.2652
17.4712
5.5406
5.4992
8.5861
8.4926
3.8896
5.9516
5.8210
0.8
14.3665
29.9623
30.4315
43.4835
44.5844
16.9318
17.9299
32.7808
32.5979
14.3297
22.9521
22.6454
0.6
25.1388
21.2140
20.4981
17.1023
17.7249
23.6996
22.7313
21.1006
21.1220
25.1028
24.1987
24.2532
0.8
19.2257
16.6647
15.1663
13.2589
12.7895
18.4408
17.5908
15.7340
15.7460
19.1163
18.1597
18.2230
0.6
0.8666
0.2684
0.5533
0.3013
0.3317
0.7761
0.7872
0.6722
0.6736
0.8780
0.7672
0.7700
0.8
0.4917
0.1524
0.1660
0.1017
0.0729
0.4008
0.3877
0.1565
0.1573
0.4959
0.2116
0.2130
Table 38: Quality measures for the image 34 (Monarch).
40
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Nikon01 (207 × 229)
NCD·102
0.1
0.2
0.4
12.9549
13.7440
16.0044
3.6805
6.9078
14.4546
3.8086
6.4308
12.7531
3.5630
6.2411
14.9144
4.8309
7.5544
15.3310
5.7704
7.8242
12.4579
2.6809
5.4249
11.5795
2.5176
5.2444
11.7620
2.4921
5.2055
11.7061
2.7783
5.4693 11.5104
2.6583
5.3297
11.5946
2.6318
5.2905
11.5364
PSNR
0.1
0.2
0.4
22.5461
22.2250
21.1589
25.8937
23.3022
19.3497
24.9226
23.5575
20.7817
26.3776
24.4227
19.8149
23.7654
22.1305
18.7409
23.9571
23.2075
21.5022
29.0613
25.9252
22.0591
29.0330
25.8233
21.6259
29.0724 25.8563
21.6441
28.7266 26.0575 22.4207
28.5080 25.9216
22.0472
28.5447
25.9534
22.0677
CSSIM
0.1
0.2
0.4
0.6947
0.6652
0.5790
0.8806
0.7646
0.5147
0.9036
0.8147
0.5913
0.9019
0.8029
0.4910
0.8649
0.7769
0.5216
0.8506
0.7852
0.6417
0.9319
0.8499
0.6526
0.9411
0.8533
0.6247
0.9411
0.8525
0.6244
0.9275
0.8473
0.6566
0.9344
0.8469
0.6270
0.9346
0.8468
0.6265
0.6
20.5400
25.0572
22.5645
28.4375
29.0144
19.1229
19.3312
21.4214
21.3580
18.8227
19.8298
19.7563
0.8
30.4471
42.6385
39.9997
46.7241
49.5995
30.7967
30.6915
35.9707
35.7014
29.9072
31.9662
31.7386
0.6
19.3702
16.1128
17.6121
15.8755
15.4100
19.3239
19.3060
18.0682
18.0781
19.6455
18.9424
18.9553
0.8
16.6919
12.6428
14.0603
12.8473
12.4243
16.4094
16.3778
15.7915
15.8112
16.7121
16.6309
16.6540
0.6
0.4299
0.3092
0.3422
0.2406
0.2669
0.4472
0.4463
0.3774
0.3773
0.4550
0.3984
0.3990
0.8
0.2258
0.1580
0.1454
0.1190
0.1085
0.2268
0.2292
0.1675
0.1656
0.2400
0.1999
0.1981
Table 39: Quality measures for the image 35 (Nikon01).
41
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Nikon02 (426 × 640)
NCD·102
0.1
0.2
0.4
1.9338
2.0579
2.5560
2.3674
4.0914
7.6009
0.9022
1.5156
3.3509
0.6188
1.3476
5.9420
0.5849
1.3185
4.6918
0.4671
0.8501
2.0710
0.4232
0.8410
2.1508
0.4616
0.9437
2.5552
0.4500
0.9239
2.5276
0.4527
0.8335
1.8421
0.4967
0.9546
2.1287
0.4849
0.9354
2.0995
PSNR
0.1
0.2
0.4
30.1577
29.7217 27.9464
26.9211
24.8671
22.3133
31.6031
29.6141
25.5175
33.4988
30.1061
22.3728
32.6926
29.2101
22.9757
33.9369 31.9783
27.9183
36.1538 32.3391
27.3235
35.4231
31.4560
25.9351
35.5600
31.5555
25.9793
35.6223 32.6908 28.7989
34.8588
31.5262
27.2411
34.9775
31.6272
27.2996
CSSIM
0.1
0.2
0.4
0.9905
0.9871
0.9668
0.8958
0.8212
0.6594
0.9803
0.9627
0.8862
0.9925
0.9642
0.7609
0.9929
0.9675
0.7987
0.9966
0.9911
0.9526
0.9969
0.9914
0.9556
0.9957
0.9892
0.9393
0.9958
0.9894
0.9398
0.9968
0.9931
0.9703
0.9954
0.9910
0.9658
0.9954
0.9911
0.9664
0.6
4.4259
11.0088
9.0552
17.3949
15.3237
4.9852
5.1590
7.6384
7.5754
4.1735
5.6949
5.6019
0.8
13.1446
26.5070
25.6177
36.7228
40.9973
14.7207
15.7266
25.6460
25.4477
13.2781
17.7042
17.4307
0.6
24.1539
19.9260
20.2284
16.9504
17.2564
23.2085
22.6730
20.7313
20.7597
24.1866
22.9097
22.9721
0.8
18.5205
14.7857
15.0608
13.1926
12.4576
17.9115
17.3232
15.2927
15.3052
18.3900
17.9130
17.9784
0.6
0.8685
0.5510
0.6308
0.4127
0.4209
0.8196
0.8212
0.7307
0.7322
0.8759
0.7991
0.8015
0.8
0.5332
0.2886
0.2396
0.1762
0.1064
0.4717
0.4475
0.2234
0.2243
0.5317
0.3049
0.3067
Table 40: Quality measures for the image 36 (Nikon02).
42
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Nikon03 (426 × 640)
NCD·102
0.1
0.2
0.4
4.6037
4.8694
5.8598
2.4366
4.3291
8.3112
1.7658
2.9520
5.9416
1.6072
2.9386
8.4419
1.6913
2.9661
7.3112
1.6337
2.4845
4.6871
1.0440
2.0556
4.6712
1.0727
2.1678
5.1982
1.0591
2.1457
5.1543
1.1066
2.1280
4.5199
1.1480
2.2748
5.0598
1.1345
2.2512
5.0112
PSNR
0.1
0.2
0.4
24.2820
23.9054
22.6405
25.5857
23.0229
19.6476
25.9088
24.3944
21.3683
27.2614
25.2463
20.3141
25.6187
23.6420
19.7442
26.3892
25.2748 22.9242
30.3195 27.1964
23.0187
29.9476
26.7756
22.2865
30.0026
26.8173
22.3101
30.1288 27.2306 23.5244
29.7323
26.7348 22.6919
29.7824
26.7758
22.7191
CSSIM
0.1
0.2
0.4
0.9300
0.9201
0.8713
0.9055
0.8370
0.6779
0.9620
0.9284
0.8181
0.9638
0.9090
0.6760
0.9691
0.9297
0.7453
0.9729
0.9557
0.8815
0.9844
0.9614
0.8813
0.9841
0.9573
0.8533
0.9840
0.9572
0.8539
0.9828
0.9602
0.8923
0.9817
0.9536
0.8635
0.9817
0.9535
0.8639
0.6
8.5350
13.6100
12.6266
18.9847
17.3984
8.6361
8.7709
11.2097
11.1277
8.1591
9.7230
9.6295
0.8
16.9582
25.8995
27.6685
35.3352
36.7968
18.0482
18.0882
23.4410
23.2655
16.8456
17.9889
17.7680
0.6
20.3948
16.4213
17.8861
16.1353
15.8597
20.0728
19.9073
18.2198
18.2334
20.5350
19.0085
19.0263
0.8
16.9710
12.6934
14.0517
12.8935
12.4079
16.5950
16.4253
15.2097
15.2316
16.9693
17.0198
17.0573
0.6
0.7365
0.5360
0.5633
0.3966
0.4290
0.7162
0.7205
0.6296
0.6306
0.7480
0.6838
0.6850
0.8
0.4536
0.3305
0.2599
0.1973
0.1685
0.4196
0.4135
0.2842
0.2846
0.4568
0.3693
0.3701
Table 41: Quality measures for the image 37 (Nikon03).
43
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Nikon10 (480 × 319)
NCD·102
0.1
0.2
0.4
10.7007
11.4148
13.8358
4.4958
8.3995
16.7063
3.2843
6.0835
12.9866
3.0972
5.9619
15.8601
3.4869
6.7108
16.6047
3.1146
5.3216
10.9539
2.7450
5.3043
10.6415
2.9739
5.9390
12.8665
2.9298
5.8535
12.6827
2.9327
5.4722
10.3360
3.1970
6.2537
12.6573
3.1514
6.1673
12.4573
PSNR
0.1
0.2
0.4
27.2516
26.7750 25.0580
26.9898
24.9135
21.9290
29.1452
27.2895
23.8676
30.3642
27.7258
21.9391
28.3988
25.7839
21.1003
29.2507 28.0763
25.0565
32.1124 28.9680 24.7148
31.8734
28.2190
23.6232
31.9316
28.2635
23.6528
31.4343
28.8427 25.6652
31.1172
27.9734
24.2642
31.1663
28.0180 24.3010
CSSIM
0.1
0.2
0.4
0.8658
0.8515
0.7703
0.9033
0.8065
0.5829
0.9461
0.8917
0.7126
0.9526
0.8820
0.6106
0.9470
0.8703
0.5886
0.9544
0.9211
0.7774
0.9587
0.9154
0.8022
0.9548
0.8981
0.7315
0.9557
0.9005
0.7367
0.9536
0.9144
0.8153
0.9478
0.8906
0.7376
0.9486
0.8927
0.7440
0.6
18.9268
27.1017
25.0112
33.6399
34.9021
19.5305
18.8556
25.0234
24.6901
17.2964
22.0935
21.7061
0.8
32.3614
46.6076
49.6876
61.2821
65.5811
35.7151
36.1183
50.1986
49.6694
31.6936
38.4009
37.7625
0.6
22.2443
19.0997
19.4676
17.0695
16.9605
21.5251
21.1310
19.5098
19.5253
22.4238
21.0160
21.0400
0.8
18.5279
15.4429
15.0727
13.3608
13.4388
17.7844
17.1775
15.5714
15.5769
18.6031
18.2322
18.2593
0.6
0.6145
0.3861
0.4391
0.2950
0.2693
0.5595
0.5947
0.4561
0.4605
0.6391
0.4988
0.5058
0.8
0.3393
0.2201
0.1705
0.1092
0.0846
0.2839
0.2766
0.1606
0.1623
0.3427
0.2440
0.2470
Table 42: Quality measures for the image 38 (Nikon10).
44
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Onion (135 × 198)
NCD·102
0.1
0.2
0.4
2.5617
2.8503
3.5461
2.5521
4.4401
8.7292
1.2970
2.4019
4.8293
0.7153
1.9245
6.9111
0.9810
2.3316
6.6408
0.6134
1.3732
3.2088
0.6262
1.2044
2.5415
0.7311
1.3722
3.3985
0.7245
1.3523
3.3590
0.6487
1.1944
2.3202
0.7574
1.3640
3.1106
0.7491
1.3479
3.0908
PSNR
0.1
0.2
0.4
35.3999
34.2408 31.1180
28.5201
26.5743
24.5165
34.9452
31.7983
27.5360
38.3267
30.9048
23.6221
36.6261
30.5989
23.6438
39.8115 35.3731
30.4800
39.7295
35.3269
30.2537
38.8544
34.6913
28.6693
38.9247
34.7340
28.6947
39.4933 36.5644 32.3738
38.3510 35.6774
31.1247
38.4111 35.7169
31.1994
CSSIM
0.1
0.2
0.4
0.9785
0.9665
0.9341
0.8874
0.7892
0.5428
0.9631
0.9132
0.7866
0.9914
0.9372
0.6981
0.9725
0.8971
0.6306
0.9946
0.9713
0.8899
0.9910
0.9751
0.9399
0.9857
0.9648
0.8594
0.9857
0.9661
0.8620
0.9908
0.9762
0.9556
0.9841
0.9670
0.8772
0.9848
0.9680
0.8800
0.6
5.2326
13.1634
10.6905
17.8376
16.1850
6.4607
5.6345
8.7247
8.6230
4.6182
6.8745
6.7016
0.8
12.5256
24.0442
26.4766
36.2287
35.8377
15.4380
14.5128
25.2914
25.0635
12.0162
20.9877
20.6718
0.6
26.1154
22.6938
21.2278
17.6162
18.3760
24.4313
23.9283
22.1354
22.1516
26.4445
26.2698
26.3314
0.8
20.3850
18.2821
15.5501
13.4348
13.6322
19.0088
18.8936
16.7679
16.7806
20.6868
19.8232
19.8619
0.6
0.8307
0.3689
0.5069
0.3482
0.3112
0.7140
0.7765
0.6172
0.6191
0.8490
0.6709
0.6773
0.8
0.4952
0.1718
0.1874
0.1432
0.1125
0.3780
0.4381
0.2227
0.2240
0.5312
0.2538
0.2560
Table 43: Quality measures for the image 39 (Onion).
45
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Pbase01 (300 × 400)
NCD·102
0.1
0.2
0.4
5.1503
5.4421
6.2731
1.6481
2.9623
5.6338
1.2601
2.2230
4.6485
1.2278
2.1994
6.1598
1.3085
2.4180
5.9858
1.7477
2.5748
4.5165
0.8657
1.8524
4.1779
0.8433
1.8325
4.3234
0.8246
1.8084
4.2933
0.8796
1.8443
3.8936
0.8720
1.8466
3.9662
0.8544
1.8220
3.9384
PSNR
0.1
0.2
0.4
26.6820
26.3333
25.0657
28.1814
26.1467
23.3501
29.7832
27.9520
24.1717
30.7173
27.9692
21.5279
29.6580
26.9297
21.6973
29.1948
28.0078 25.2538
33.2858
29.7446
25.2695
33.2903
29.5386
24.6286
33.3411 29.5764
24.6463
33.2418 30.0601 26.4095
33.2224 29.7462
26.0164
33.2701
29.7867
26.0406
CSSIM
0.1
0.2
0.4
0.6580
0.6546
0.6372
0.9082
0.8216
0.6455
0.9146
0.8522
0.7029
0.9354
0.8845
0.6613
0.9324
0.8688
0.6565
0.8611
0.8193
0.7196
0.9691
0.9061
0.7458
0.9771
0.9212
0.7636
0.9758
0.9168
0.7540
0.9675
0.9097
0.7714
0.9750
0.9233
0.7936
0.9739
0.9192
0.7839
0.6
7.9266
9.1742
9.4801
14.0943
13.4468
7.4084
7.9772
9.3397
9.3063
6.9406
7.6305
7.5946
0.8
11.9303
17.4449
20.2638
26.9960
27.7674
12.7221
13.0833
20.1771
20.1224
11.8918
16.3260
16.2503
0.6
22.5862
20.5074
19.3998
16.5456
17.0379
21.9095
21.5886
19.7976
19.8100
22.6985
22.0735
22.0933
0.8
18.8645
16.0023
14.6726
12.8876
13.0098
18.0285
17.9164
15.8352
15.8552
18.9002
17.8509
17.8707
0.6
0.5648
0.4741
0.4750
0.3609
0.3588
0.5733
0.5509
0.5241
0.5196
0.6143
0.6054
0.6001
0.8
0.4064
0.2937
0.2180
0.1498
0.1322
0.3708
0.3528
0.2414
0.2411
0.4126
0.3234
0.3225
Table 44: Quality measures for the image 40 (Pbase01).
46
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Pbase02 (300 × 400)
NCD·102
0.1
0.2
0.4
2.7830
2.9839
3.7148
2.8552
5.5169
11.0562
1.5372
2.7581
5.8252
0.8977
2.0849
8.0309
1.2805
2.8145
8.1107
0.9589
1.8553
4.2587
0.9112
1.6246
3.3635
1.0576
2.0104
4.5874
1.0470
1.9886
4.5677
0.9756
1.6244
2.9718
1.1355
2.1235
4.0988
1.1249
2.1005
4.0773
PSNR
0.1
0.2
0.4
32.7072
32.1561 29.9348
29.5918
27.2408
24.5548
33.8018
31.5939
27.0960
35.9014
31.5409
23.5393
34.7363
30.0198
23.1583
35.8947 33.5860
28.9711
36.8469 33.6182
28.1506
36.4715
32.8930
26.7453
36.5077
32.9287
26.7680
36.3729 33.9533 30.5217
36.0662
32.8944 28.8338
36.0989
32.9413
28.8781
CSSIM
0.1
0.2
0.4
0.9414
0.9358
0.9063
0.9044
0.8116
0.5912
0.9663
0.9309
0.8063
0.9852
0.9491
0.7169
0.9748
0.9174
0.6820
0.9797
0.9574
0.8661
0.9796
0.9578
0.8935
0.9786
0.9472
0.8387
0.9791
0.9493
0.8409
0.9787
0.9584
0.9159
0.9775
0.9460
0.8645
0.9782
0.9484
0.8670
0.6
5.7172
16.6010
12.4825
20.7763
19.4739
8.2630
6.9473
11.0914
10.9618
5.2562
8.7407
8.5597
0.8
14.5157
27.8856
30.1296
41.8133
43.2656
19.0076
18.7136
31.6517
31.4098
14.4530
24.2980
23.8884
0.6
25.5355
22.1665
21.3168
17.6230
17.9905
23.9649
23.1482
21.4833
21.5013
25.6964
25.0422
25.0924
0.8
19.8913
17.8359
15.7841
13.5675
13.4083
18.7748
17.7945
16.3657
16.3770
19.7299
19.4552
19.4949
0.6
0.7995
0.4003
0.5451
0.3657
0.3454
0.6895
0.7293
0.5953
0.6000
0.8104
0.6619
0.6695
0.8
0.4897
0.2340
0.2042
0.1403
0.1058
0.3723
0.3797
0.1899
0.1923
0.4918
0.2608
0.2644
Table 45: Quality measures for the image 41 (Pbase02).
47
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Pbase03 (300 × 400)
NCD·102
0.1
0.2
0.4
9.3122
9.7936
11.3717
3.4402
6.3630
12.6392
2.8682
5.1806
10.4913
2.9239
4.9265
12.8154
2.6072
5.2239
13.4475
2.3872
4.3657
9.0139
2.0457
4.1427
9.0134
2.1547
4.3781
9.8493
2.1328
4.3275
9.7856
2.1216
4.2160
8.7754
2.2409
4.4477
9.4135
2.2192
4.3979
9.3306
PSNR
0.1
0.2
0.4
27.2619
26.9537
25.7475
29.2131
27.2649
24.2062
29.6803
28.1563
24.7592
30.3419
28.5000
22.4384
30.2592
27.5870
21.8850
30.6909
29.1856 26.0939
34.0406 30.8554
25.8341
33.7845
30.5305
25.3749
33.8474
30.5787
25.4001
33.6574 30.9089 27.1449
33.4286
30.4775 26.6833
33.4819
30.5282
26.7199
CSSIM
0.1
0.2
0.4
0.8027
0.7856
0.7270
0.9121
0.8251
0.6085
0.9443
0.8835
0.7081
0.9445
0.8890
0.6354
0.9575
0.8802
0.5903
0.9617
0.9175
0.7716
0.9736
0.9251
0.7693
0.9723
0.9192
0.7316
0.9723
0.9198
0.7322
0.9713
0.9240
0.7823
0.9695
0.9163
0.7444
0.9694
0.9170
0.7461
0.6
15.0931
20.8458
20.5008
27.9343
29.0183
15.9434
15.8214
20.0718
19.9024
14.5802
16.9456
16.7562
0.8
25.0405
36.4091
40.5706
51.5450
55.7695
28.7118
28.9367
41.3331
41.0632
25.2518
31.2695
30.8729
0.6
23.0092
20.8935
20.0609
17.2434
17.3339
22.2521
21.7230
20.4300
20.4434
23.3236
23.0344
23.0611
0.8
19.1645
16.6607
15.4064
13.4257
13.4706
18.2408
17.6725
16.1620
16.1834
19.1658
19.2858
19.3198
0.6
0.5839
0.3920
0.4205
0.3002
0.2583
0.5495
0.5582
0.4353
0.4369
0.5967
0.4925
0.4951
0.8
0.3269
0.2082
0.1654
0.1059
0.0817
0.2739
0.2708
0.1609
0.1614
0.3259
0.2374
0.2384
Table 46: Quality measures for the image 42 (Pbase03).
48
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Pbase05 (300 × 400)
NCD·102
0.1
0.2
0.4
15.0604
15.8279
18.1625
3.9694
7.7282
15.8204
4.7883
7.9727
14.6803
4.1640
7.1600
16.0203
4.9179
8.1967
16.3388
6.0826
8.5265
13.9314
3.1158
6.3980
13.2395
2.9544
6.1886
13.4081
2.9252
6.1469
13.3426
3.2092
6.5143 13.1219
3.0967
6.3736
13.3175
3.0678
6.3309
13.2449
PSNR
0.1
0.2
0.4
21.9404
21.6729
20.7211
25.4914
22.9694
19.4823
23.7484
22.3939
20.2373
25.4577
23.8485
19.8050
23.3935
21.7866
18.7307
23.4499
22.7237
21.0893
28.3272
25.3277
21.6873
28.4282
25.3046
21.4199
28.4458 25.3198
21.4253
28.0698 25.3444 22.0278
28.0140
25.2114 21.8140
28.0298
25.2254
21.8220
CSSIM
0.1
0.2
0.4
0.5266
0.5070
0.4289
0.8680
0.7336
0.4784
0.7993
0.6846
0.4757
0.8388
0.7395
0.4751
0.8159
0.7052
0.4518
0.7542
0.6791
0.5198
0.9239
0.8101
0.5820
0.9329
0.8192
0.5755
0.9330
0.8186
0.5741
0.9181
0.8055
0.5851
0.9255
0.8109
0.5738
0.9254
0.8103
0.5725
0.6
22.3045
27.4442
25.1811
29.7075
29.8479
21.0232
21.4324
24.1102
24.0252
20.7900
22.7020
22.5925
0.8
31.3731
43.7188
43.3041
48.6036
50.0459
32.4602
31.6810
40.6922
40.3651
31.1093
36.2317
35.9346
0.6
19.1757
16.3438
17.3048
16.0013
15.6283
19.0769
19.0687
17.9665
17.9654
19.4965
18.8263
18.8253
0.8
16.6883
13.7246
13.9148
12.8729
12.6794
16.3804
16.4818
15.3278
15.3428
16.7129
16.2697
16.2872
0.6
0.3164
0.2629
0.2700
0.2326
0.2227
0.3530
0.3638
0.3158
0.3145
0.3819
0.3386
0.3380
0.8
0.1653
0.1298
0.1135
0.0989
0.0850
0.1739
0.1705
0.1318
0.1314
0.1909
0.1649
0.1653
Table 47: Quality measures for the image 43 (Pbase05).
49
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Pears (394 × 409)
NCD·102
0.1
0.2
0.4
0.9656
1.0227
1.2902
2.3444
3.8687
6.6755
0.5883
0.9314
2.2530
0.2776
0.7202
4.5532
0.3251
0.8688
3.8467
0.1740
0.3873
1.1909
0.1422
0.3097
1.1481
0.1419
0.3025
1.3084
0.1430
0.3071
1.3114
0.1376
0.2833
0.7244
0.1367
0.2704
0.6777
0.1381
0.2751
0.6791
PSNR
0.1
0.2
0.4
37.4906
36.9559 33.3383
26.7845
25.2384
23.5087
35.4652
33.6778
28.0219
39.9714
34.0227
23.5099
38.8116
32.5279
24.2760
44.5508
39.7074
31.4651
44.5322
39.4037
30.2740
43.9849
39.1173
29.6170
44.0737
39.1265
29.6127
45.0667 41.3017 34.5088
44.4398
41.0492
35.1682
44.5407
41.0847 35.2040
CSSIM
0.1
0.2
0.4
0.9998
0.9991
0.9877
0.8587
0.7503
0.5668
0.9842
0.9722
0.9014
0.9977
0.9798
0.7777
0.9918
0.9624
0.7764
0.9990
0.9948
0.9617
1.0000
0.9982
0.9654
1.0000
0.9981
0.9593
1.0000
0.9980
0.9591
1.0000
1.0000
0.9924
1.0000
1.0000
0.9985
1.0000
1.0000
0.9981
0.6
2.5123
9.4793
7.0529
15.3348
13.2191
3.3488
3.6315
5.8595
5.8142
2.2310
3.6324
3.5146
0.8
9.9125
20.3024
22.4039
33.8921
36.1357
11.8029
13.2332
24.4407
24.3255
9.9513
15.8590
15.6241
0.6
26.9832
22.1728
21.2239
17.2708
18.0301
25.0633
23.7764
21.9980
22.0207
27.0510
26.9501
27.0780
0.8
19.6186
17.0319
15.3681
13.2412
12.8839
18.7119
17.7727
15.7641
15.7760
19.5115
18.7908
18.8759
0.6
0.9133
0.4078
0.6440
0.3869
0.3955
0.8435
0.8314
0.7476
0.7489
0.9208
0.8312
0.8364
0.8
0.5809
0.2396
0.2332
0.1437
0.0978
0.4937
0.4575
0.2095
0.2106
0.5829
0.2935
0.2957
Table 48: Quality measures for the image 44 (Pears).
50
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
2.4497
3.4198
0.5949
0.7071
0.5326
0.4438
0.3710
0.3921
0.3782
0.3693
0.3922
0.3786
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
29.2685
26.2964
32.9170
32.9514
33.4190
34.4252
36.6881
35.9572
36.1739
36.6038
35.8236
36.0291
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
0.1
0.9988
0.8412
0.9958
0.9949
0.9961
0.9998
0.9996
0.9994
0.9994
0.9999
0.9996
0.9997
Sail (512 × 768)
NCD·102
0.2
0.4
2.5886
3.0889
5.5137
8.7699
1.1940
3.4699
1.5756
7.5353
1.3020
5.0812
0.8661
2.1494
0.8100
2.2599
0.8583
2.5821
0.8368
2.5558
0.7813
1.9081
0.8362
2.1147
0.8143
2.0893
PSNR
0.2
0.4
28.8218
27.2622
24.6799
22.6748
30.3967
25.3664
29.3144
21.8232
29.4215
22.9894
31.9600 27.7456
32.8822
27.3107
32.1536
26.3271
32.2888
26.3709
33.1553 28.6300
32.3219
27.4791
32.4616
27.5375
CSSIM
0.2
0.4
0.9978
0.9807
0.7514
0.5911
0.9835
0.8921
0.9619
0.7110
0.9708
0.7897
0.9972
0.9676
0.9975
0.9724
0.9954
0.9491
0.9955
0.9495
0.9990
0.9840
0.9975
0.9793
0.9975
0.9795
0.6
5.2234
11.9700
10.9852
22.2422
17.7003
5.5084
5.6605
8.9681
8.9047
4.8092
6.4337
6.3393
0.8
15.7898
30.1441
32.2837
45.1585
47.4442
17.0679
17.3047
25.9684
25.6844
15.7271
19.4977
19.0949
0.6
23.5961
19.9522
19.6114
16.5489
17.0823
22.9258
22.7789
20.5337
20.5601
23.6685
22.6519
22.7152
0.8
18.0904
14.2752
14.4471
12.9652
12.2678
17.6598
17.5179
16.0295
16.0729
18.0801
18.4050
18.5105
0.6
0.8699
0.4675
0.5779
0.3205
0.3805
0.8229
0.8336
0.7023
0.7032
0.8732
0.7970
0.7986
0.8
0.4847
0.2262
0.1704
0.1200
0.0790
0.4350
0.4387
0.1857
0.1863
0.4873
0.2478
0.2491
Table 49: Quality measures for the image 45 (Sail).
51
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Sample9 (400 × 600)
NCD·102
0.1
0.2
0.4
1.0771
1.1692
1.6207
4.2840
7.0249
12.0377
1.0038
1.6516
3.9584
0.4366
1.2017
7.5694
0.7809
1.9459
7.9659
0.4194
0.8802
2.4870
0.3738
0.7748
2.4230
0.4397
0.9189
2.9816
0.4355
0.9123
2.9600
0.3695
0.7240
1.6373
0.4387
0.8602
1.8895
0.4346
0.8543
1.8710
PSNR
0.1
0.2
0.4
41.0135 40.4713
34.9408
27.6918
26.5639
25.1394
38.7337
36.6954
29.5736
42.7017
36.0793
24.3338
39.5963
32.5215
24.0415
45.3132
41.7631
31.9937
44.9942
40.3936
29.7411
44.4178
39.9837
29.4754
44.6061
40.0955
29.4942
45.9539 43.0655 35.5466
44.9269
42.3050
37.0953
45.1376
42.4906 37.2154
CSSIM
0.1
0.2
0.4
0.9935
0.9924
0.9763
0.8634
0.7804
0.6409
0.9825
0.9696
0.8979
0.9959
0.9773
0.7701
0.9874
0.9491
0.7282
0.9973
0.9911
0.9446
0.9985
0.9942
0.9485
0.9978
0.9924
0.9367
0.9978
0.9924
0.9373
0.9989
0.9965
0.9806
0.9981
0.9953
0.9797
0.9980
0.9952
0.9802
0.6
3.7574
15.3294
11.3921
24.8410
23.9346
6.3639
7.6438
11.3323
11.2477
4.3478
6.7614
6.5993
0.8
16.2179
35.4246
35.8306
56.1349
60.8799
20.7783
24.4459
41.9559
41.6967
16.9730
24.7407
24.2401
0.6
27.3923
24.1261
22.2393
17.8217
18.2193
25.1074
22.8107
21.8982
21.9143
27.1833
27.6445
27.7818
0.8
19.9015
17.2169
16.0072
13.5008
13.2916
18.8499
17.4147
16.0816
16.0928
19.9280
20.0080
20.0991
0.6
0.8862
0.5804
0.6529
0.3880
0.3564
0.8024
0.7719
0.6994
0.7016
0.8861
0.8169
0.8218
0.8
0.5469
0.3564
0.2430
0.1247
0.0814
0.4420
0.4012
0.2225
0.2244
0.5503
0.3509
0.3551
Table 50: Quality measures for the image 46 (Sample9).
52
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Scantext (512 × 512)
NCD·102
0.1
0.2
0.4
11.0109
11.4264
12.7041
2.3041
4.1642
8.1450
2.7744
4.5643
8.6775
2.7540
4.0755
8.4361
5.3359
6.8514
10.8808
6.9704
8.0120
10.4456
1.3727
3.1001
7.0398
1.3128
2.9346
6.6245
1.3176
2.9417
6.6331
1.7023
3.2849
6.8262
1.7857
3.2396
6.4229
1.7902
3.2470
6.4301
PSNR
0.1
0.2
0.4
21.1477
20.7914
19.8076
25.4301
22.5806
18.8950
24.5929
22.6448
19.5179
25.4513
23.7014
19.7012
21.3004
20.1507
17.6957
22.3400
21.6599
20.1542
27.8233
24.7037
20.9335
27.8716
24.9584
21.1218
27.8745 24.9632 21.1237
27.1651
24.6324 21.4682
26.7772
24.5300 21.4556
26.7774
24.5310
21.4566
CSSIM
0.1
0.2
0.4
0.8421
0.8173
0.7602
0.9185
0.8661
0.7686
0.9147
0.8658
0.7654
0.9126
0.8572
0.7106
0.8280
0.7929
0.6781
0.8562
0.8300
0.7669
0.9571
0.9019
0.7839
0.9545
0.8993
0.7789
0.9542
0.8987
0.7785
0.9487
0.9005
0.7967
0.9347
0.8907
0.7946
0.9343
0.8900
0.7941
0.6
15.0246
13.4432
13.7214
15.7219
17.5441
13.7629
12.2803
11.6297
11.6403
11.2841
10.4618
10.4622
0.8
19.9283
20.0763
22.4467
27.1919
27.4084
19.5607
19.5525
19.5255
19.5303
17.7084
15.8614
15.7952
0.6
18.3551
15.5538
17.0266
16.0719
15.0952
18.3360
18.2667
17.9904
17.9900
18.9362
18.7374
18.7381
0.8
16.2444
12.8145
14.1389
12.9451
12.7035
16.0431
16.1735
15.0141
15.0110
16.3982
16.2342
16.2345
0.6
0.6616
0.6649
0.6133
0.5110
0.4852
0.6572
0.6680
0.6285
0.6286
0.6835
0.6915
0.6914
0.8
0.5048
0.5273
0.3990
0.2999
0.2781
0.4879
0.5097
0.4218
0.4219
0.5273
0.5503
0.5506
Table 51: Quality measures for the image 47 (Scantext).
53
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
SonyDSC02 (487 × 647)
NCD·102
0.1
0.2
0.4
3.2288
3.4444
4.2776
4.2743
8.2165
16.4372
2.0787
3.8169
8.4204
1.3000
3.0313
11.4941
2.0645
4.4363
12.1835
1.3567
2.8090
6.4021
1.0117
1.7837
4.0595
1.2807
2.3983
5.5856
1.2563
2.3503
5.4846
1.0918
1.8096
3.3445
1.4771
2.5475
4.9341
1.4492
2.5005
4.8374
PSNR
0.1
0.2
0.4
32.7559
32.2943 29.9290
29.0717
27.0121
24.3607
33.9464
32.0465
27.1836
35.3983
31.9589
23.5591
34.3516
30.1225
23.1699
36.0139 33.6920
28.9253
37.6723 33.8957
28.0745
36.8755
32.8500
26.7824
36.9964
32.9469
26.8290
36.9689 34.2330 30.5144
36.2776 32.9868
28.6930
36.3865
33.0893
28.7646
CSSIM
0.1
0.2
0.4
0.9644
0.9582
0.9257
0.8811
0.7531
0.4883
0.9645
0.9227
0.7764
0.9804
0.9378
0.6657
0.9658
0.8911
0.6056
0.9823
0.9515
0.8405
0.9848
0.9686
0.8983
0.9805
0.9525
0.8484
0.9814
0.9534
0.8506
0.9826
0.9701
0.9366
0.9770
0.9490
0.8776
0.9784
0.9511
0.8791
0.6
7.2222
25.9383
18.2411
29.0047
28.2809
12.6083
9.6459
14.8568
14.5823
6.5635
11.7225
11.3894
0.8
20.2839
42.1257
44.0115
56.7454
59.0178
27.8849
26.8576
45.1313
44.5802
20.2395
33.6738
32.8767
0.6
25.4699
22.0412
20.9882
17.6899
17.8861
23.7245
22.6402
21.3419
21.3682
25.7578
24.9871
25.0598
0.8
19.8746
18.0910
15.3614
13.5900
13.4453
18.7424
17.5488
16.3559
16.3689
19.7389
19.4368
19.4861
0.6
0.8082
0.2681
0.4742
0.2857
0.2557
0.6348
0.6985
0.5723
0.5758
0.8173
0.6273
0.6332
0.8
0.4445
0.1312
0.1312
0.0875
0.0612
0.3017
0.3116
0.1303
0.1334
0.4406
0.1829
0.1891
Table 52: Quality measures for the image 48 (SonyDSC02).
54
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
SonyDSC24 (413 × 409)
NCD·102
0.1
0.2
0.4
0.8918
0.8875
0.8758
0.9739
0.9508
0.9046
0.9752
0.9573
0.9155
0.9741
0.9586
0.9054
0.9647
0.9463
0.8970
0.9538
0.9399
0.9086
0.9811
0.9613
0.9193
0.9817
0.9613
0.9160
0.9819
0.9617
0.9167
0.9802
0.9605
0.9214
0.9804
0.9600
0.9183
0.9806
0.9604
0.9191
PSNR
0.1
0.2
0.4
22.8587
22.4697
21.4421
26.1968
23.8283
20.8360
26.0384
24.3686
21.2117
27.0775
24.9129
20.1826
24.1359
22.6406
19.4751
24.3339
23.5295 21.7996
28.5606 25.6951 22.0180
28.6459
25.6486
21.6491
28.6653 25.6688
21.6616
28.2038
25.5981 22.5432
28.0154
25.4696 22.1124
28.0302
25.4864
22.1277
CSSIM
0.1
0.2
0.4
0.4970
0.4842
0.4441
0.8697
0.7391
0.4835
0.8592
0.7587
0.5362
0.8652
0.7858
0.5231
0.8142
0.7259
0.4879
0.7318
0.6751
0.5421
0.9231
0.8107
0.5856
0.9285
0.8133
0.5631
0.9281
0.8128
0.5614
0.9145
0.8051
0.5945
0.9187
0.8058
0.5700
0.9185
0.8053
0.5691
0.6
0.8531
0.8429
0.8458
0.8071
0.8079
0.8652
0.8643
0.8478
0.8488
0.8735
0.8619
0.8631
0.8
0.8052
0.7378
0.7228
0.6689
0.6633
0.8006
0.7994
0.7299
0.7309
0.8052
0.7678
0.7694
0.6
19.6772
17.9397
17.5788
15.7942
15.8991
19.4443
19.4949
18.0501
18.0602
19.9270
19.1200
19.1330
0.8
17.2348
14.5117
13.8958
12.5920
12.6781
16.7869
16.8963
14.8318
14.8545
17.1629
16.3436
16.3623
0.6
0.3611
0.2752
0.3008
0.2490
0.2322
0.3786
0.3770
0.3164
0.3161
0.4048
0.3460
0.3461
0.8
0.2198
0.1255
0.1225
0.1032
0.0857
0.2096
0.2114
0.1265
0.1268
0.2246
0.1547
0.1554
Table 53: Quality measures for the image 49 (SonyDSC24).
55
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
p
VMF
IPGSAMF
FIVF
AVMF
PGSAMF
RODSF
LRODFm=3
LROD-AMFm=3
LROD-PMFm=3
LRODFm=4
LROD-AMFm=4
LROD-PMFm=4
Tulips (512 × 768)
NCD·102
0.1
0.2
0.4
2.0324
2.2256
2.8961
2.9465
5.3741
10.0757
1.0911
2.1929
5.2006
0.6872
1.9316
8.0982
1.0909
2.5114
7.4093
0.6595
1.4061
3.4386
0.5597
1.0612
2.4357
0.6729
1.3423
3.6582
0.6674
1.3310
3.6354
0.5778
1.0449
2.0966
0.7447
1.4145
3.1558
0.7398
1.4057
3.1281
PSNR
0.1
0.2
0.4
34.8441
33.8284 30.3535
28.6280
26.6718
24.3013
36.3402
32.9076
26.9262
37.0541
31.5380
23.0296
36.0372
30.7233
23.4346
38.8023
35.3295
29.2852
38.9899 35.6804
29.1762
37.7011
34.2395
27.3662
37.7824
34.2963
27.3929
38.8243 36.0115 31.2770
37.3328
34.1398 29.4835
37.3993
34.1970 29.5380
CSSIM
0.1
0.2
0.4
0.9939
0.9917
0.9687
0.8871
0.7886
0.5779
0.9820
0.9529
0.8389
0.9916
0.9545
0.7160
0.9802
0.9292
0.7097
0.9934
0.9792
0.9144
0.9955
0.9922
0.9529
0.9924
0.9782
0.8929
0.9928
0.9788
0.8951
0.9956
0.9955
0.9793
0.9911
0.9765
0.9197
0.9916
0.9778
0.9230
0.6
4.9598
15.1675
12.5566
21.4765
18.8875
7.4116
5.9466
10.4188
10.2900
4.4665
8.1116
7.9331
0.8
14.0422
26.9150
31.7643
42.6700
42.7596
17.9186
17.2329
31.4403
31.2309
13.8000
22.7877
22.4258
0.6
25.4298
21.9724
20.7675
17.3315
17.8715
23.8400
23.2313
21.2427
21.2650
25.4464
24.4710
24.5301
0.8
19.6171
16.9707
15.2578
13.4293
13.2821
18.6575
17.9460
16.0120
16.0250
19.4801
18.9203
18.9736
0.6
0.8673
0.3986
0.5570
0.3490
0.3614
0.7534
0.8026
0.6341
0.6379
0.8769
0.7032
0.7116
0.8
0.5259
0.2207
0.1968
0.1356
0.1054
0.4196
0.4369
0.1964
0.1990
0.5304
0.2621
0.2657
Table 54: Quality measures for the image 50 (Tulips).
56