Table 8. The SSIM 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 | 0.892 | 8.99E-04 | 0.833 | 1.74E-02 | 0.868 | 7.74E-03 | 0.844 | 1.39E-02 | 0.869 | 5.55E-03 | 0.890 | 3.69E-04 | 0.660 | 4.64E-02 |
16 | 0.957 | 1.16E-03 | 0.937 | 9.46E-03 | 0.940 | 9.50E-03 | 0.945 | 6.07E-03 | 0.945 | 5.63E-03 | 0.932 | 5.13E-03 | 0.840 | 2.12E-02 | |
24 | 0.987 | 3.13E-03 | 0.966 | 4.53E-03 | 0.963 | 6.18E-03 | 0.977 | 2.34E-03 | 0.974 | 3.20E-03 | 0.951 | 8.67E-03 | 0.900 | 1.83E-02 | |
32 | 0.993 | 5.42E-04 | 0.973 | 4.29E-03 | 0.970 | 4.15E-03 | 0.983 | 1.95E-03 | 0.985 | 1.84E-03 | 0.963 | 6.76E-03 | 0.948 | 8.88E-03 | |
C0088 | 8 | 0.938 | 4.63E-04 | 0.933 | 1.56E-03 | 0.937 | 7.18E-04 | 0.940 | 6.52E-04 | 0.940 | 8.79E-04 | 0.937 | 2.69E-04 | 0.841 | 2.42E-02 |
16 | 0.983 | 1.40E-04 | 0.970 | 2.84E-03 | 0.974 | 2.33E-03 | 0.978 | 1.41E-03 | 0.980 | 8.15E-04 | 0.976 | 1.17E-03 | 0.951 | 6.26E-03 | |
24 | 0.993 | 1.33E-04 | 0.984 | 1.82E-03 | 0.986 | 1.25E-03 | 0.989 | 6.29E-04 | 0.990 | 4.02E-04 | 0.985 | 1.03E-03 | 0.961 | 5.25E-03 | |
32 | 0.996 | 1.14E-04 | 0.991 | 1.11E-03 | 0.991 | 7.98E-04 | 0.993 | 6.94E-04 | 0.994 | 2.35E-04 | 0.989 | 8.64E-04 | 0.974 | 3.34E-03 | |
C0132 | 8 | 0.859 | 2.48E-04 | 0.835 | 1.06E-02 | 0.809 | 1.59E-02 | 0.838 | 5.96E-03 | 0.837 | 6.73E-03 | 0.859 | 6.78E-04 | 0.615 | 6.47E-02 |
16 | 0.940 | 1.50E-03 | 0.917 | 1.31E-02 | 0.937 | 1.45E-02 | 0.944 | 3.81E-03 | 0.911 | 8.40E-03 | 0.872 | 1.77E-02 | 0.795 | 3.49E-02 | |
24 | 0.977 | 1.68E-03 | 0.951 | 8.95E-03 | 0.945 | 8.01E-03 | 0.974 | 2.32E-03 | 0.965 | 3.12E-03 | 0.938 | 9.27E-03 | 0.859 | 2.28E-02 | |
32 | 0.989 | 1.13E-03 | 0.939 | 1.05E-02 | 0.980 | 5.62E-03 | 0.986 | 1.57E-03 | 0.978 | 2.33E-03 | 0.941 | 8.56E-03 | 0.927 | 1.57E-02 | |
C0135 | 8 | 0.907 | 7.95E-04 | 0.858 | 1.58E-02 | 0.882 | 5.95E-03 | 0.914 | 2.17E-03 | 0.910 | 1.88E-03 | 0.905 | 7.59E-04 | 0.759 | 3.13E-02 |
16 | 0.974 | 3.54E-04 | 0.946 | 6.34E-03 | 0.960 | 4.39E-03 | 0.968 | 1.96E-03 | 0.964 | 2.18E-03 | 0.951 | 4.17E-03 | 0.775 | 3.83E-02 | |
24 | 0.989 | 2.38E-04 | 0.979 | 2.56E-03 | 0.977 | 3.05E-03 | 0.981 | 1.45E-03 | 0.980 | 1.58E-03 | 0.976 | 2.09E-03 | 0.939 | 9.22E-03 | |
32 | 0.993 | 3.01E-04 | 0.985 | 1.74E-03 | 0.984 | 2.36E-03 | 0.989 | 8.99E-04 | 0.988 | 7.17E-04 | 0.981 | 1.69E-03 | 0.948 | 9.13E-03 | |
C0180 | 8 | 0.888 | 1.14E-16 | 0.845 | 2.11E-02 | 0.843 | 1.32E-02 | 0.890 | 1.75E-03 | 0.849 | 2.03E-02 | 0.888 | 1.32E-04 | 0.689 | 5.44E-02 |
16 | 0.962 | 1.93E-03 | 0.928 | 1.05E-02 | 0.939 | 8.61E-03 | 0.945 | 5.41E-03 | 0.939 | 8.48E-03 | 0.908 | 1.18E-02 | 0.885 | 2.21E-02 | |
24 | 0.986 | 8.68E-04 | 0.957 | 6.91E-03 | 0.958 | 6.82E-03 | 0.970 | 3.44E-03 | 0.956 | 6.58E-03 | 0.949 | 7.61E-03 | 0.900 | 2.12E-02 | |
32 | 0.992 | 1.11E-03 | 0.977 | 4.08E-03 | 0.980 | 2.45E-03 | 0.984 | 2.33E-03 | 0.980 | 2.55E-03 | 0.960 | 6.16E-03 | 0.926 | 1.60E-02 | |
C0536 | 8 | 0.832 | 5.78E-04 | 0.812 | 1.58E-02 | 0.814 | 1.36E-02 | 0.832 | 8.51E-03 | 0.830 | 6.65E-03 | 0.831 | 3.41E-16 | 0.626 | 5.13E-02 |
16 | 0.959 | 4.78E-03 | 0.932 | 1.09E-02 | 0.925 | 9.92E-03 | 0.951 | 5.21E-03 | 0.925 | 9.26E-03 | 0.923 | 1.14E-02 | 0.862 | 2.94E-02 | |
24 | 0.987 | 1.46E-03 | 0.963 | 6.30E-03 | 0.970 | 4.19E-03 | 0.979 | 2.26E-03 | 0.969 | 3.01E-03 | 0.951 | 7.51E-03 | 0.868 | 2.90E-02 | |
32 | 0.992 | 6.71E-04 | 0.974 | 5.01E-03 | 0.984 | 2.64E-03 | 0.986 | 1.56E-03 | 0.984 | 1.69E-03 | 0.968 | 5.25E-03 | 0.961 | 1.08E-02 | |
C1088 | 8 | 0.847 | 1.02E-03 | 0.812 | 1.97E-02 | 0.795 | 2.03E-02 | 0.824 | 1.71E-02 | 0.842 | 4.92E-03 | 0.845 | 4.82E-04 | 0.240 | 1.59E-01 |
16 | 0.965 | 2.46E-03 | 0.898 | 1.87E-02 | 0.926 | 1.08E-02 | 0.954 | 4.77E-03 | 0.941 | 1.15E-02 | 0.907 | 1.40E-02 | 0.655 | 5.95E-02 | |
24 | 0.988 | 1.26E-03 | 0.938 | 9.89E-03 | 0.960 | 5.27E-03 | 0.968 | 4.17E-03 | 0.983 | 2.66E-03 | 0.952 | 8.91E-03 | 0.886 | 2.28E-02 | |
32 | 0.993 | 4.01E-04 | 0.966 | 5.92E-03 | 0.977 | 4.26E-03 | 0.974 | 3.72E-03 | 0.986 | 1.80E-03 | 0.969 | 4.01E-03 | 0.884 | 2.23E-02 | |
L0032 | 8 | 0.582 | 6.35E-03 | 0.496 | 2.95E-02 | 0.496 | 2.92E-02 | 0.496 | 7.65E-02 | 0.534 | 2.39E-02 | 0.561 | 1.41E-05 | 0.533 | 9.14E-02 |
16 | 0.778 | 8.88E-03 | 0.496 | 1.24E-01 | 0.595 | 1.08E-01 | 0.639 | 7.73E-02 | 0.620 | 8.59E-02 | 0.684 | 3.84E-02 | 0.576 | 9.30E-02 | |
24 | 0.869 | 1.39E-02 | 0.773 | 5.81E-02 | 0.686 | 9.87E-02 | 0.916 | 1.50E-02 | 0.742 | 5.78E-02 | 0.521 | 8.35E-02 | 0.579 | 1.19E-01 | |
32 | 0.963 | 2.15E-02 | 0.829 | 3.49E-02 | 0.865 | 3.35E-02 | 0.797 | 5.47E-02 | 0.880 | 3.06E-02 | 0.799 | 4.73E-02 | 0.702 | 8.43E-02 | |
L0064 | 8 | 0.812 | 3.68E-03 | 0.781 | 1.39E-02 | 0.802 | 1.10E-02 | 0.751 | 2.72E-02 | 0.802 | 9.50E-03 | 0.802 | 3.33E-03 | 0.702 | 3.21E-02 |
16 | 0.941 | 5.31E-03 | 0.894 | 2.56E-02 | 0.919 | 1.84E-02 | 0.964 | 4.50E-03 | 0.907 | 2.09E-02 | 0.853 | 2.07E-02 | 0.813 | 4.32E-02 | |
24 | 0.972 | 3.10E-03 | 0.921 | 1.53E-02 | 0.947 | 8.76E-03 | 0.984 | 1.84E-03 | 0.959 | 8.91E-03 | 0.916 | 1.35E-02 | 0.819 | 3.57E-02 | |
32 | 0.992 | 3.66E-03 | 0.980 | 2.92E-03 | 0.972 | 6.22E-03 | 0.988 | 1.33E-03 | 0.978 | 3.10E-03 | 0.927 | 1.84E-02 | 0.827 | 3.80E-02 | |
L0135 | 8 | 0.793 | 1.37E-04 | 0.740 | 1.85E-02 | 0.778 | 3.00E-02 | 0.740 | 3.41E-02 | 0.793 | 1.05E-02 | 0.793 | 1.48E-04 | 0.582 | 5.97E-02 |
16 | 0.904 | 4.98E-03 | 0.857 | 3.03E-02 | 0.834 | 4.23E-02 | 0.923 | 1.39E-02 | 0.863 | 3.45E-02 | 0.847 | 2.41E-02 | 0.790 | 3.71E-02 | |
24 | 0.982 | 1.37E-02 | 0.910 | 2.34E-02 | 0.909 | 2.27E-02 | 0.979 | 3.20E-03 | 0.918 | 2.40E-02 | 0.875 | 2.30E-02 | 0.846 | 3.80E-02 | |
32 | 0.990 | 1.30E-02 | 0.961 | 6.98E-03 | 0.929 | 1.42E-02 | 0.971 | 5.55E-03 | 0.924 | 2.05E-02 | 0.890 | 2.18E-02 | 0.884 | 3.26E-02 | |
L0158 | 8 | 0.865 | 1.03E-03 | 0.809 | 2.35E-02 | 0.834 | 1.07E-02 | 0.868 | 1.58E-02 | 0.855 | 7.76E-03 | 0.861 | 4.55E-16 | 0.670 | 4.68E-02 |
16 | 0.960 | 3.19E-03 | 0.931 | 1.34E-02 | 0.924 | 1.58E-02 | 0.970 | 3.64E-03 | 0.963 | 5.19E-03 | 0.918 | 1.31E-02 | 0.825 | 3.69E-02 | |
24 | 0.988 | 2.69E-03 | 0.968 | 5.32E-03 | 0.957 | 8.87E-03 | 0.987 | 1.13E-03 | 0.983 | 2.22E-03 | 0.915 | 1.35E-02 | 0.880 | 2.94E-02 | |
32 | 0.994 | 1.82E-03 | 0.983 | 2.24E-03 | 0.972 | 5.72E-03 | 0.979 | 3.31E-03 | 0.987 | 2.18E-03 | 0.962 | 8.50E-03 | 0.921 | 1.78E-02 | |
L0226 | 8 | 0.680 | 2.28E-16 | 0.614 | 4.48E-02 | 0.679 | 1.04E-02 | 0.684 | 2.44E-02 | 0.661 | 1.23E-02 | 0.680 | 7.45E-05 | 0.561 | 6.85E-02 |
16 | 0.910 | 1.07E-02 | 0.866 | 3.50E-02 | 0.840 | 4.26E-02 | 0.912 | 2.30E-02 | 0.822 | 4.62E-02 | 0.760 | 4.64E-02 | 0.664 | 8.24E-02 | |
24 | 0.987 | 5.91E-03 | 0.951 | 1.01E-02 | 0.973 | 9.77E-03 | 0.984 | 1.89E-03 | 0.953 | 1.11E-02 | 0.809 | 4.83E-02 | 0.798 | 4.95E-02 | |
32 | 0.994 | 1.03E-03 | 0.953 | 8.19E-03 | 0.984 | 3.13E-03 | 0.990 | 1.09E-03 | 0.971 | 4.35E-03 | 0.859 | 3.39E-02 | 0.791 | 4.62E-02 | |
L0699 | 8 | 0.760 | 2.28E-16 | 0.670 | 3.33E-02 | 0.727 | 1.83E-02 | 0.728 | 3.77E-02 | 0.728 | 2.37E-02 | 0.760 | 2.28E-16 | 0.601 | 5.31E-02 |
16 | 0.934 | 7.78E-03 | 0.832 | 3.56E-02 | 0.889 | 2.27E-02 | 0.865 | 2.85E-02 | 0.896 | 2.45E-02 | 0.833 | 2.84E-02 | 0.662 | 7.43E-02 | |
24 | 0.988 | 4.64E-03 | 0.922 | 1.65E-02 | 0.925 | 1.43E-02 | 0.897 | 2.04E-02 | 0.953 | 8.70E-03 | 0.905 | 2.32E-02 | 0.808 | 7.42E-02 | |
32 | 0.994 | 1.22E-03 | 0.960 | 6.83E-03 | 0.960 | 1.03E-02 | 0.963 | 6.47E-03 | 0.984 | 2.45E-03 | 0.920 | 1.91E-02 | 0.788 | 4.26E-02 | |
L0879 | 8 | 0.789 | 9.89E-06 | 0.765 | 1.71E-02 | 0.733 | 3.13E-02 | 0.765 | 4.03E-02 | 0.789 | 6.74E-03 | 0.789 | 2.28E-16 | 0.705 | 4.08E-02 |
16 | 0.936 | 7.58E-03 | 0.891 | 2.92E-02 | 0.884 | 2.79E-02 | 0.963 | 6.92E-03 | 0.873 | 2.91E-02 | 0.853 | 2.23E-02 | 0.792 | 4.52E-02 | |
24 | 0.981 | 5.95E-03 | 0.959 | 8.38E-03 | 0.877 | 2.76E-02 | 0.983 | 2.66E-03 | 0.919 | 1.91E-02 | 0.893 | 2.59E-02 | 0.760 | 5.82E-02 | |
32 | 0.994 | 5.51E-03 | 0.945 | 1.09E-02 | 0.961 | 7.91E-03 | 0.969 | 6.45E-03 | 0.981 | 4.26E-03 | 0.908 | 2.60E-02 | 0.857 | 3.41E-02 | |
L1074 | 8 | 0.929 | 6.34E-05 | 0.909 | 1.08E-02 | 0.909 | 7.15E-03 | 0.932 | 6.41E-03 | 0.929 | 4.24E-03 | 0.929 | 0.00E+00 | 0.833 | 2.63E-02 |
16 | 0.986 | 8.00E-04 | 0.976 | 2.79E-03 | 0.976 | 2.51E-03 | 0.983 | 1.33E-03 | 0.978 | 2.20E-03 | 0.965 | 5.00E-03 | 0.944 | 1.01E-02 | |
24 | 0.995 | 2.31E-04 | 0.989 | 9.63E-04 | 0.989 | 1.60E-03 | 0.991 | 6.29E-04 | 0.990 | 5.82E-04 | 0.981 | 2.24E-03 | 0.923 | 1.32E-02 | |
32 | 0.997 | 1.56E-04 | 0.992 | 9.63E-04 | 0.993 | 1.08E-03 | 0.995 | 3.91E-04 | 0.994 | 4.66E-04 | 0.986 | 1.69E-03 | 0.969 | 4.78E-03 | |
X0017 | 8 | 0.921 | 2.38E-04 | 0.898 | 8.22E-03 | 0.896 | 7.49E-03 | 0.908 | 3.50E-03 | 0.918 | 1.06E-03 | 0.921 | 3.04E-04 | 0.869 | 1.15E-02 |
16 | 0.978 | 3.25E-04 | 0.959 | 4.91E-03 | 0.966 | 2.80E-03 | 0.966 | 2.54E-03 | 0.975 | 6.07E-04 | 0.966 | 1.63E-03 | 0.924 | 1.02E-02 | |
24 | 0.989 | 3.28E-04 | 0.981 | 1.50E-03 | 0.979 | 2.33E-03 | 0.981 | 1.50E-03 | 0.988 | 3.13E-04 | 0.980 | 1.48E-03 | 0.964 | 3.61E-03 | |
32 | 0.994 | 1.62E-04 | 0.988 | 1.50E-03 | 0.987 | 1.67E-03 | 0.988 | 1.12E-03 | 0.993 | 2.16E-04 | 0.986 | 1.16E-03 | 0.969 | 3.93E-03 | |
Friedman mean rank | 1.3203 | 4.7969 | 4.4219 | 2.5469 | 3.1172 | 4.8750 | 6.9219 | ||||||||
Rank | 1 | 5 | 4 | 2 | 3 | 6 | 7 |