Table 7. The PSNR results for all algorithms.
Image Name | Level | HGJO | GJO | IGJO | RUN | AOA | DE | PSO | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Mean | STD | Mean | STD | Mean | STD | Mean | STD | Mean | STD | Mean | STD | Mean | STD | ||
C0080 | 8 | 24.49 | 4.05E-02 | 22.23 | 7.44E-01 | 23.29 | 4.29E-01 | 22.48 | 6.72E-01 | 23.35 | 2.77E-01 | 24.38 | 1.37E-02 | 18.67 | 1.23E+00 |
16 | 29.64 | 1.23E-01 | 27.32 | 9.44E-01 | 27.37 | 9.60E-01 | 28.06 | 6.36E-01 | 28.32 | 5.83E-01 | 27.62 | 3.88E-01 | 23.61 | 9.81E-01 | |
24 | 34.82 | 5.66E-01 | 30.57 | 8.25E-01 | 29.67 | 1.13E+00 | 31.79 | 5.29E-01 | 31.60 | 6.71E-01 | 29.30 | 1.08E+00 | 26.08 | 1.35E+00 | |
32 | 37.86 | 2.54E-01 | 31.39 | 1.12E+00 | 31.66 | 9.20E-01 | 33.13 | 7.09E-01 | 34.18 | 6.69E-01 | 31.09 | 1.16E+00 | 29.66 | 1.01E+00 | |
C0088 | 8 | 24.43 | 3.82E-03 | 23.80 | 1.87E-01 | 24.14 | 9.64E-02 | 24.19 | 5.86E-02 | 24.32 | 3.60E-02 | 24.42 | 6.67E-03 | 19.90 | 9.88E-01 |
16 | 30.31 | 3.29E-02 | 27.69 | 5.86E-01 | 28.11 | 5.34E-01 | 28.63 | 3.54E-01 | 29.67 | 1.49E-01 | 28.87 | 1.31E-01 | 25.37 | 7.67E-01 | |
24 | 33.88 | 7.34E-02 | 30.29 | 7.56E-01 | 30.99 | 4.90E-01 | 31.65 | 3.20E-01 | 32.76 | 1.47E-01 | 31.43 | 2.36E-01 | 26.86 | 8.28E-01 | |
32 | 36.45 | 1.20E-01 | 32.80 | 6.64E-01 | 32.77 | 5.70E-01 | 33.59 | 5.92E-01 | 35.21 | 1.44E-01 | 33.11 | 3.22E-01 | 29.08 | 8.26E-01 | |
C0132 | 8 | 25.06 | 9.41E-03 | 24.04 | 3.70E-01 | 24.00 | 3.24E-01 | 24.50 | 1.32E-01 | 24.47 | 1.84E-01 | 25.06 | 2.55E-03 | 21.80 | 7.87E-01 |
16 | 30.21 | 1.12E-01 | 28.45 | 4.60E-01 | 28.44 | 5.82E-01 | 28.83 | 3.68E-01 | 28.56 | 3.12E-01 | 27.15 | 7.10E-01 | 24.53 | 1.03E+00 | |
24 | 33.67 | 1.32E-01 | 30.53 | 8.49E-01 | 30.76 | 5.64E-01 | 31.96 | 4.37E-01 | 32.31 | 2.78E-01 | 30.18 | 6.07E-01 | 27.45 | 8.25E-01 | |
32 | 36.54 | 2.06E-01 | 31.11 | 1.11E+00 | 33.01 | 7.12E-01 | 34.66 | 4.48E-01 | 34.42 | 3.38E-01 | 31.44 | 7.07E-01 | 29.51 | 9.41E-01 | |
C0135 | 8 | 24.88 | 1.49E-02 | 22.72 | 6.23E-01 | 23.80 | 2.50E-01 | 24.62 | 7.07E-02 | 24.66 | 4.91E-02 | 24.85 | 1.29E-02 | 20.93 | 6.83E-01 |
16 | 30.86 | 2.71E-02 | 27.30 | 7.52E-01 | 28.88 | 4.79E-01 | 29.04 | 3.22E-01 | 29.84 | 1.88E-01 | 28.69 | 3.60E-01 | 22.41 | 1.42E+00 | |
24 | 34.36 | 5.83E-02 | 31.40 | 4.87E-01 | 30.84 | 7.32E-01 | 31.60 | 4.42E-01 | 32.33 | 3.44E-01 | 31.46 | 2.91E-01 | 28.01 | 8.52E-01 | |
32 | 36.99 | 1.55E-01 | 33.25 | 7.34E-01 | 32.73 | 8.07E-01 | 33.97 | 5.09E-01 | 34.77 | 2.39E-01 | 33.18 | 3.62E-01 | 28.91 | 1.12E+00 | |
C0180 | 8 | 25.93 | 7.28E-15 | 24.13 | 7.54E-01 | 24.14 | 4.32E-01 | 25.79 | 4.54E-02 | 24.48 | 6.67E-01 | 25.92 | 1.60E-02 | 19.93 | 1.34E+00 |
16 | 31.50 | 1.29E-01 | 28.27 | 8.29E-01 | 29.09 | 7.22E-01 | 29.28 | 4.50E-01 | 29.58 | 6.41E-01 | 28.28 | 5.83E-01 | 26.59 | 1.08E+00 | |
24 | 35.56 | 1.79E-01 | 30.85 | 9.47E-01 | 31.25 | 9.23E-01 | 31.90 | 6.97E-01 | 31.40 | 8.09E-01 | 31.20 | 7.19E-01 | 26.83 | 1.45E+00 | |
32 | 38.02 | 3.85E-01 | 33.10 | 7.69E-01 | 34.51 | 5.80E-01 | 34.81 | 7.18E-01 | 34.78 | 6.03E-01 | 32.67 | 8.31E-01 | 29.27 | 1.46E+00 | |
C0536 | 8 | 23.96 | 1.20E-02 | 23.10 | 5.06E-01 | 23.15 | 3.92E-01 | 23.96 | 1.72E-01 | 23.92 | 1.30E-01 | 23.93 | 7.28E-15 | 19.21 | 9.90E-01 |
16 | 30.47 | 2.06E-01 | 27.36 | 8.19E-01 | 28.59 | 5.59E-01 | 29.66 | 3.74E-01 | 28.43 | 4.67E-01 | 28.44 | 5.46E-01 | 25.25 | 1.10E+00 | |
24 | 34.82 | 2.39E-01 | 30.63 | 8.74E-01 | 31.74 | 6.40E-01 | 32.40 | 3.95E-01 | 32.08 | 3.16E-01 | 30.74 | 6.31E-01 | 26.26 | 1.42E+00 | |
32 | 37.09 | 2.12E-01 | 32.63 | 1.08E+00 | 33.44 | 6.58E-01 | 34.26 | 5.18E-01 | 34.63 | 3.94E-01 | 33.00 | 5.55E-01 | 30.15 | 1.10E+00 | |
C1088 | 8 | 22.72 | 3.61E-02 | 21.41 | 6.58E-01 | 20.96 | 6.48E-01 | 21.90 | 5.84E-01 | 22.55 | 1.57E-01 | 22.64 | 1.70E-02 | 14.25 | 2.08E+00 |
16 | 30.20 | 1.52E-01 | 25.01 | 1.14E+00 | 26.89 | 8.42E-01 | 27.74 | 5.48E-01 | 28.49 | 6.76E-01 | 26.10 | 9.36E-01 | 20.20 | 1.72E+00 | |
24 | 34.42 | 2.71E-01 | 28.28 | 1.25E+00 | 28.86 | 8.17E-01 | 29.57 | 8.20E-01 | 31.94 | 7.32E-01 | 30.19 | 8.93E-01 | 25.24 | 1.76E+00 | |
32 | 37.08 | 2.96E-01 | 29.26 | 1.13E+00 | 30.97 | 1.08E+00 | 30.14 | 1.23E+00 | 33.39 | 8.25E-01 | 32.09 | 7.79E-01 | 25.89 | 1.83E+00 | |
L0032 | 8 | 19.41 | 8.40E-02 | 18.27 | 3.89E-01 | 18.27 | 3.90E-01 | 18.27 | 1.36E+00 | 18.77 | 3.27E-01 | 19.13 | 5.91E-04 | 17.15 | 1.24E+00 |
16 | 23.11 | 2.20E-01 | 18.27 | 3.27E+00 | 19.61 | 3.33E+00 | 20.23 | 3.08E+00 | 20.01 | 2.88E+00 | 21.07 | 9.06E-01 | 19.21 | 1.87E+00 | |
24 | 26.59 | 5.89E-01 | 22.93 | 2.89E+00 | 21.06 | 3.70E+00 | 28.12 | 1.30E+00 | 22.29 | 2.55E+00 | 20.99 | 1.83E+00 | 19.33 | 3.11E+00 | |
32 | 33.67 | 1.51E+00 | 24.71 | 2.36E+00 | 26.27 | 2.36E+00 | 23.23 | 3.22E+00 | 24.63 | 2.52E+00 | 21.87 | 2.73E+00 | 21.09 | 3.25E+00 | |
L0064 | 8 | 22.97 | 9.47E-02 | 21.97 | 4.48E-01 | 22.70 | 2.81E-01 | 21.11 | 7.57E-01 | 22.70 | 2.40E-01 | 22.70 | 8.62E-02 | 20.32 | 7.46E-01 |
16 | 29.35 | 2.97E-01 | 26.34 | 1.38E+00 | 28.05 | 9.55E-01 | 29.90 | 3.12E-01 | 27.30 | 1.18E+00 | 25.09 | 9.36E-01 | 22.62 | 1.72E+00 | |
24 | 33.15 | 3.16E-01 | 27.95 | 1.45E+00 | 30.39 | 8.34E-01 | 32.42 | 5.99E-01 | 31.42 | 8.71E-01 | 28.40 | 9.43E-01 | 23.92 | 1.75E+00 | |
32 | 37.55 | 6.83E-01 | 32.91 | 8.16E-01 | 32.90 | 1.06E+00 | 34.96 | 6.14E-01 | 33.69 | 6.63E-01 | 29.35 | 1.70E+00 | 24.30 | 2.22E+00 | |
L0135 | 8 | 22.65 | 2.40E-03 | 21.18 | 5.20E-01 | 22.15 | 8.36E-01 | 21.20 | 9.25E-01 | 22.64 | 2.73E-01 | 22.64 | 2.51E-03 | 18.91 | 1.23E+00 |
16 | 26.98 | 2.31E-01 | 24.73 | 1.78E+00 | 23.84 | 2.53E+00 | 27.72 | 1.25E+00 | 25.12 | 2.11E+00 | 24.58 | 1.10E+00 | 22.73 | 1.42E+00 | |
24 | 34.26 | 1.30E+00 | 27.25 | 2.22E+00 | 27.33 | 2.12E+00 | 32.20 | 1.07E+00 | 27.91 | 2.58E+00 | 25.72 | 1.54E+00 | 24.53 | 2.32E+00 | |
32 | 37.40 | 2.29E+00 | 31.09 | 1.32E+00 | 28.63 | 2.04E+00 | 31.15 | 1.81E+00 | 28.48 | 2.80E+00 | 26.62 | 1.69E+00 | 26.11 | 2.46E+00 | |
L0158 | 8 | 22.18 | 3.73E-02 | 20.09 | 8.82E-01 | 20.95 | 4.25E-01 | 22.15 | 7.18E-01 | 21.80 | 3.12E-01 | 22.01 | 7.28E-15 | 16.66 | 1.40E+00 |
16 | 28.77 | 3.08E-01 | 25.99 | 1.28E+00 | 25.58 | 1.38E+00 | 28.95 | 5.23E-01 | 28.96 | 5.72E-01 | 25.42 | 9.80E-01 | 21.43 | 2.13E+00 | |
24 | 33.98 | 5.43E-01 | 29.91 | 9.75E-01 | 28.55 | 1.47E+00 | 32.27 | 4.67E-01 | 32.12 | 6.11E-01 | 25.62 | 1.27E+00 | 23.21 | 2.32E+00 | |
32 | 36.91 | 6.09E-01 | 32.29 | 8.77E-01 | 30.86 | 1.50E+00 | 31.23 | 1.23E+00 | 33.77 | 8.02E-01 | 29.66 | 1.42E+00 | 25.87 | 1.86E+00 | |
L0226 | 8 | 21.42 | 7.28E-15 | 19.79 | 9.06E-01 | 21.40 | 2.31E-01 | 21.29 | 5.09E-01 | 21.02 | 2.70E-01 | 21.42 | 1.58E-03 | 19.04 | 1.48E+00 |
16 | 29.47 | 4.40E-01 | 26.65 | 1.48E+00 | 26.62 | 1.75E+00 | 28.15 | 1.14E+00 | 25.90 | 1.91E+00 | 24.03 | 1.62E+00 | 21.29 | 2.26E+00 | |
24 | 36.22 | 6.15E-01 | 32.38 | 8.56E-01 | 32.12 | 9.04E-01 | 34.04 | 4.84E-01 | 32.57 | 9.25E-01 | 25.81 | 2.38E+00 | 25.16 | 2.00E+00 | |
32 | 39.28 | 2.34E-01 | 33.20 | 9.84E-01 | 34.61 | 8.55E-01 | 36.43 | 4.99E-01 | 35.06 | 6.74E-01 | 28.01 | 2.30E+00 | 25.39 | 2.28E+00 | |
L0699 | 8 | 21.47 | 3.64E-15 | 18.85 | 1.04E+00 | 20.49 | 5.91E-01 | 20.50 | 1.39E+00 | 20.50 | 8.32E-01 | 21.47 | 3.64E-15 | 17.97 | 1.52E+00 |
16 | 30.10 | 5.00E-01 | 24.33 | 2.06E+00 | 27.08 | 1.34E+00 | 25.85 | 1.87E+00 | 27.55 | 1.56E+00 | 24.52 | 1.57E+00 | 20.41 | 2.70E+00 | |
24 | 36.47 | 6.57E-01 | 28.99 | 1.53E+00 | 29.70 | 1.47E+00 | 27.37 | 1.95E+00 | 32.20 | 9.90E-01 | 28.58 | 1.94E+00 | 23.38 | 3.08E+00 | |
32 | 39.63 | 3.95E-01 | 31.96 | 1.50E+00 | 31.48 | 1.66E+00 | 31.51 | 1.21E+00 | 35.91 | 6.84E-01 | 29.68 | 2.19E+00 | 24.74 | 2.34E+00 | |
L0879 | 8 | 21.24 | 2.73E-04 | 20.50 | 5.17E-01 | 19.65 | 9.02E-01 | 20.50 | 1.29E+00 | 21.24 | 1.96E-01 | 21.24 | 3.64E-15 | 19.04 | 1.04E+00 |
16 | 27.92 | 4.45E-01 | 25.16 | 2.11E+00 | 24.97 | 2.05E+00 | 29.20 | 9.69E-01 | 24.41 | 2.17E+00 | 23.62 | 1.07E+00 | 21.55 | 1.50E+00 | |
24 | 33.62 | 8.29E-01 | 29.70 | 1.29E+00 | 24.72 | 2.66E+00 | 31.98 | 1.05E+00 | 26.94 | 2.52E+00 | 25.51 | 1.89E+00 | 20.90 | 2.84E+00 | |
32 | 38.05 | 1.48E+00 | 29.03 | 1.84E+00 | 30.59 | 1.70E+00 | 30.69 | 1.98E+00 | 33.78 | 1.39E+00 | 26.49 | 2.54E+00 | 24.02 | 2.54E+00 | |
L1074 | 8 | 24.33 | 8.48E-03 | 23.13 | 6.21E-01 | 23.10 | 3.77E-01 | 24.49 | 2.97E-01 | 24.30 | 2.08E-01 | 24.30 | 7.28E-15 | 20.66 | 1.03E+00 |
16 | 31.32 | 1.25E-01 | 28.94 | 5.60E-01 | 29.48 | 4.96E-01 | 30.08 | 3.87E-01 | 29.82 | 4.15E-01 | 28.31 | 5.99E-01 | 25.21 | 9.50E-01 | |
24 | 35.34 | 1.26E-01 | 31.97 | 5.45E-01 | 32.37 | 6.48E-01 | 32.90 | 4.09E-01 | 33.08 | 2.61E-01 | 31.26 | 4.99E-01 | 25.63 | 1.33E+00 | |
32 | 38.08 | 1.89E-01 | 33.39 | 6.92E-01 | 34.05 | 8.71E-01 | 35.33 | 4.20E-01 | 35.10 | 3.77E-01 | 32.96 | 5.24E-01 | 29.60 | 8.36E-01 | |
X0017 | 8 | 23.45 | 8.22E-03 | 22.19 | 4.50E-01 | 22.10 | 4.04E-01 | 22.72 | 1.84E-01 | 23.25 | 5.07E-02 | 23.39 | 1.47E-02 | 20.65 | 6.03E-01 |
16 | 29.26 | 7.51E-02 | 26.58 | 7.20E-01 | 27.56 | 4.75E-01 | 27.48 | 3.74E-01 | 28.68 | 1.21E-01 | 27.58 | 2.35E-01 | 24.42 | 9.23E-01 | |
24 | 32.99 | 6.53E-02 | 30.39 | 4.81E-01 | 29.71 | 7.04E-01 | 30.36 | 4.55E-01 | 32.18 | 1.29E-01 | 30.40 | 2.57E-01 | 27.84 | 5.01E-01 | |
32 | 35.60 | 9.65E-02 | 32.26 | 6.18E-01 | 32.25 | 7.39E-01 | 32.36 | 5.06E-01 | 34.54 | 1.36E-01 | 32.14 | 3.50E-01 | 28.82 | 7.64E-01 | |
Friedman mean rank | 1.1328 | 4.9844 | 4.5781 | 3.0156 | 2.8828 | 4.4219 | 6.98441 | ||||||||
Rank | 1 | 6 | 5 | 3 | 2 | 4 | 7 |