Research Article
Research on Image Denoising and Super-Resolution Reconstruction Technology of Multiscale-Fusion Images
Table 6
The ablation experiment results.
| Dataset | Delete the loss function | SRCNN | SRGAN | ESRGAN | ADGAN | MFGAN (proposed) |
| CIFAR-100 | Adversarial loss | Error | Error | Error | Error | Error | Perceived loss | 19.57 | 20.44 | 20.23 | 20.19 | 20.80 |
| VOC2012 | Adversarial loss | Error | Error | Error | Error | Error | Perceived loss | 19.89 | 20.43 | 20.42 | 20.11 | 20.52 |
| BSD100 | Adversarial loss | Error | Error | Error | Error | Error | Perceived loss | 20.06 | 20.66 | 20.39 | 20.81 | 20.78 |
|
|