Research Article
Image Defogging Algorithm Based on Sparse Representation
Table 3
Objective evaluation of image quality.
| Defog image | Dehazing algorithm | | | | SSIM | PSNR |
| First image | Reference [5] | 0.0058 | 1.7231 | 1.5732 | 0.8765 | 20.3072 | Reference [6] | 0.2104 | 1.3137 | 0.5024 | 0.7214 | 14.4050 | Reference [10] | 0.0354 | 1.5405 | 0.3406 | 0.8452 | 18.0232 | Our algorithm | 0.0137 | 1.4738 | 0.0297 | 0.9685 | 32.0796 | |
| Second image | Reference [5] | 0.6265 | 2.0012 | 1.5658 | 0.7043 | 16.1828 | Reference [6] | 0.7527 | 1.6474 | 0.1283 | 0.6367 | 11.7532 | Reference [10] | 0.5980 | 2.0704 | 0.1386 | 0.7789 | 16.8623 | Our algorithm | 0.6936 | 2.2598 | 0.0004 | 0.8906 | 20.1899 | |
| Third image | Reference [5] | 2.5911 | 2.2208 | 1.5100 | 0.5485 | 13.8240 | Reference [6] | 2.7239 | 2.1715 | 0.0516 | 0.6389 | 13.9329 | Reference [10] | 1.9947 | 2.6608 | 0.0150 | 0.8578 | 20.6405 | Our algorithm | 1.7333 | 2.5235 | 0.0003 | 0.5248 | 18.7909 | |
| Fourth image | Reference [5] | 1.7611 | 2.4218 | 1.7546 | 0.6269 | 13.8187 | Reference [6] | 1.9408 | 1.6657 | 0.4637 | 0.5522 | 10.9472 | Reference [10] | 1.9161 | 1.2714 | 1.7076 | 0.4173 | 11.2976 | Our algorithm | 0.9178 | 1.5066 | 0.0005 | 0.8669 | 19.5566 | |
| Fifth image | Reference [5] | 0.9754 | 2.0911 | 1.5723 | 0.6907 | 15.3297 | Reference [6] | 1.1465 | 1.8062 | 0.2679 | 0.6141 | 11.7734 | Reference [10] | 0.9276 | 2.3240 | 0.1936 | 0.8027 | 17.2055 | Our algorithm | 1.5758 | 1.5387 | 0.0005 | 0.7298 | 19.5380 | |
| Mean of five images | Reference [5] | 1.1920 | 2.0916 | 1.5951 | 0.6894 | 15.8925 | Reference [6] | 1.3548 | 1.7209 | 0.2828 | 0.6327 | 12.5623 | Reference [10] | 1.0944 | 1.9734 | 0.47911 | 0.7404 | 16.8058 | Our algorithm | 0.9868 | 1.8605 | 0.0063 | 0.7961 | 22.0310 |
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