Research Article
Learning-Based Dark and Blurred Underwater Image Restoration
Table 4
The test results of objective IQA methods between our algorithm and LIME + underwater enhancement and restoration algorithms.
| Image ID | Assessment methods | (A) | (B) | (C) | (D) | (E) | (F) | (H) ours |
| 100600 | PSNR | 17.558 | 21.831 | 19.104 | 22.417 | 20.759 | 20.914 | 27.036 | 100600 | SSIM | 0.532 | 0.697 | 0.445 | 0.717 | 0.578 | 0.592 | 0.840 | 100600 | IL-NIQE | 68.850 | 61.838 | 68.343 | 66.967 | 61.455 | 60.936 | 39.235 | 100600 | NIQE | 7.200 | 6.909 | 6.814 | 7.166 | 6.131 | 6.135 | 5.756 | 100602 | PSNR | 12.693 | 20.232 | 18.472 | 20.502 | 18.872 | 18.844 | 24.579 | 100602 | SSIM | 0.423 | 0.671 | 0.541 | 0.622 | 0.551 | 0.544 | 0.842 | 100602 | IL-NIQE | 69.912 | 59.435 | 60.962 | 69.759 | 61.744 | 61.317 | 32.961 | 100602 | NIQE | 7.283 | 8.054 | 6.885 | 6.832 | 7.036 | 6.952 | 5.9664 | 100603 | PSNR | 14.584 | 18.765 | 17.148 | 20.580 | 18.396 | 18.012 | 23.613 | 100603 | SSIM | 0.562 | 0.690 | 0.584 | 0.701 | 0.628 | 0.617 | 0.867 | 100603 | IL-NIQE | 64.945 | 59.374 | 54.171 | 65.780 | 51.560 | 47.943 | 37.503 | 100603 | NIQE | 6.503 | 6.711 | 6.360 | 6.946 | 6.484 | 6.455 | 5.622 | 100605 | PSNR | 15.408 | 16.461 | 15.450 | 19.119 | 17.667 | 17.406 | 22.167 | 100605 | SSIM | 0.531 | 0.569 | 0.483 | 0.629 | 0.576 | 0.568 | 0.770 | 100605 | IL-NIQE | 91.358 | 81.761 | 81.389 | 85.474 | 78.275 | 73.778 | 51.919 | 100605 | NIQE | 7.819 | 7.652 | 6.863 | 6.792 | 8.183 | 7.738 | 5.4618 |
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