Research Article
Learning-Based Dark and Blurred Underwater Image Restoration
Table 5
The test results of objective IQA methods between our algorithm and deep underwater image enhancement.
| Image ID | Assessment methods | (A) | (B) | (C) | (D) | (E) | (F) | (G) ours |
| 100600 | PSNR | 20.947 | 22.403 | 23.485 | 22.829 | 19.190 | 18.724 | 27.036 | 100600 | SSIM | 0.646 | 0.781 | 0.780 | 0.783 | 0.744 | 0.741 | 0.840 | 100600 | IL-NIQE | 58.020 | 48.487 | 54.521 | 59.034 | 81.410 | 72.060 | 39.235 | 100600 | NIQE | 7.334 | 6.732 | 6.903 | 7.652 | 10.062 | 12.704 | 5.756 | 100602 | PSNR | 21.935 | 16.091 | 24.409 | 21.828 | 9.366 | 18.593 | 24.579 | 100602 | SSIM | 0.757 | 0.655 | 0.813 | 0.749 | 0.470 | 0.736 | 0.842 | 100602 | IL-NIQE | 66.381 | 50.995 | 62.061 | 62.318 | 68.022 | 51.325 | 32.961 | 100602 | NIQE | 7.331 | 7.222 | 6.996 | 7.698 | 6.899 | 6.638 | 5.9664 | 100603 | PSNR | 17.440 | 20.641 | 18.465 | 17.364 | 12.476 | 16.236 | 23.613 | 100603 | SSIM | 0.643 | 0.807 | 0.736 | 0.651 | 0.615 | 0.761 | 0.867 | 100603 | IL-NIQE | 47.975 | 44.817 | 45.509 | 53.039 | 94.663 | 68.420 | 37.503 | 100603 | NIQE | 6.812 | 7.003 | 6.410 | 7.104 | 7.584 | 5.852 | 5.622 | 100605 | PSNR | 16.170 | 20.454 | 18.611 | 16.791 | 17.272 | 16.095 | 22.167 | 100605 | SSIM | 0.551 | 0.696 | 0.671 | 0.607 | 0.638 | 0.640 | 0.770 | 100605 | IL-NIQE | 71.732 | 44.950 | 58.549 | 73.383 | 100.597 | 95.610 | 51.919 | 100605 | NIQE | 6.848 | 6.373 | 6.163 | 7.693 | 8.905 | 8.598 | 5.4618 |
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