Table 3 Average FSIM of different algorithms on PatternNet, AID, WHU-RS19,NWPURESISC45,UCMERCED.
Dataset | Scale | Bicubic | SRGAN | ESRGAN | SRTransGAN | Proposed algorithm |
---|---|---|---|---|---|---|
PatternNet | ×2 | 0. 861 | 0.988 | 0. 994 | 0. 997 | 0. 997 |
×3 | 0. 850 | 0.989 | 0. 990 | 0. 993 | 0. 996 | |
×4 | 0. 834 | 0.976 | 0. 981 | 0. 986 | 0. 993 | |
AID | ×2 | 0. 824 | 0.989 | 0. 904 | 0. 908 | 0. 986 |
×3 | 0. 814 | 0.896 | 0. 900 | 0. 903 | 0. 903 | |
×4 | 0. 798 | 0.887 | 0. 892 | 0. 897 | 0. 899 | |
WHU-RS19 | ×2 | 0. 832 | 0.907 | 0. 910 | 0. 914 | 0. 915 |
×3 | 0. 822 | 0.902 | 0. 906 | 0. 909 | 0. 912 | |
×4 | 0. 806 | 0.894 | 0. 898 | 0. 903 | 0. 909 | |
NWPURESISC45 | ×2 | 0.841 | 0.913 | 0.920 | 0.926 | 0.947 |
×3 | 0.830 | 0.901 | 0.914 | 0.921 | 0.912 | |
×4 | 0.809 | 0.895 | 0.906 | 0.917 | 0.929 | |
UCMERCED | ×2 | 0.827 | 0.903 | 0.917 | 0.935 | 0.974 |
×3 | 0.804 | 0.891 | 0.911 | 0.929 | 0.938 | |
×4 | 0.796 | 0.874 | 0.904 | 0.923 | 0.942 |