Research Article

Research on Image Denoising and Super-Resolution Reconstruction Technology of Multiscale-Fusion Images

Table 6

The ablation experiment results.

DatasetDelete the loss functionSRCNNSRGANESRGANADGANMFGAN (proposed)

CIFAR-100Adversarial lossErrorErrorErrorErrorError
Perceived loss19.5720.4420.2320.1920.80

VOC2012Adversarial lossErrorErrorErrorErrorError
Perceived loss19.8920.4320.4220.1120.52

BSD100Adversarial lossErrorErrorErrorErrorError
Perceived loss20.0620.6620.3920.8120.78