Table 6
Experimental test results.
| Method | PSNR (dB) | SSIM | Inference time (ms) | Memory usage (MB) | Architectural contrast (%) | Energy (%) | Uniformity (%) |
|---|---|---|---|---|---|---|---|
| FA-SRGAN (Full) | 32.79 | 0.926 | 143 | 1275 | 17.8 | 14.2 | 11.1 |
| FA-SRGAN (w/o FLS) | 31.58 | 0.91 | 137 | 1245 | 15.1 | 11.9 | 9.5 |
| FA-SRGAN (w/o Attention) | 31.91 | 0.914 | 139 | 1258 | 16.5 | 13 | 10.3 |
| ESRGAN | 31.27 | 0.902 | 158 | 1415 | 13.4 | 11.2 | 8.7 |
| SwinIR | 32.13 | 0.918 | 208 | 1842 | 15.7 | 12.6 | 9.2 |
| Diffusion-based | 32.41 | 0.922 | 477 | 2550 | 16.9 | 13.3 | 10 |
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