Piaoyi Yuan, Yaping Zhang. Image Super-Resolution Reconstruction Method Using Dual Discriminator Based on Generative Adversarial Networks[J]. Laser & Optoelectronics Progress, 2019, 56(23): 231010
- Laser & Optoelectronics Progress
- Vol. 56, Issue 23, 231010 (2019)
Fig. 1. Generator model structure of DDSRRN
Fig. 2. Discriminator model structure of DDSRRN
Fig. 3. Visualized checkerboard artifact images of deconvolution upsampling structure
Fig. 4. Comparison of S PSN and S SIM between DDSRRN and SRGAN models on DIV2K validation set. (a) S PSN;(b) S SIM
Fig. 5. Comparison of ”0846” building reconstruction with magnification of 4 in DIV2K dataset
Fig. 6. Comparison of ”Baby” reconstruction in Set5 dataset
Fig. 7. Comparison of “Butterfly” reconstruction with magnification of 4 in Set5 dataset
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Table 1. Average performance of each model on baseline dataset and DIV2K validation set
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