ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks

1 Sep 2018Xintao WangKe YuShixiang WuJinjin GuYihao LiuChao DongChen Change LoyYu QiaoXiaoou Tang

The Super-Resolution Generative Adversarial Network (SRGAN) is a seminal work that is capable of generating realistic textures during single image super-resolution. However, the hallucinated details are often accompanied with unpleasant artifacts... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Image Super-Resolution BSD100 - 4x upscaling SRGAN + Residual-in-Residual Dense Block PSNR 27.85 # 2
Image Super-Resolution BSD100 - 4x upscaling SRGAN + Residual-in-Residual Dense Block SSIM 0.7455 # 5
Image Super-Resolution Manga109 - 4x upscaling bicubic PSNR 24.89 # 9
Image Super-Resolution Manga109 - 4x upscaling bicubic SSIM 0.7866 # 11
Image Super-Resolution Manga109 - 4x upscaling SRGAN + Residual-in-Residual Dense Block PSNR 31.66 # 1
Image Super-Resolution Manga109 - 4x upscaling SRGAN + Residual-in-Residual Dense Block SSIM 0.9196 # 2
Image Super-Resolution Set14 - 4x upscaling SRGAN + Residual-in-Residual Dense Block PSNR 28.99 # 2
Image Super-Resolution Set14 - 4x upscaling SRGAN + Residual-in-Residual Dense Block SSIM 0.7917 # 6
Image Super-Resolution Set5 - 4x upscaling SRGAN + Residual-in-Residual Dense Block PSNR 32.73 # 2
Image Super-Resolution Set5 - 4x upscaling SRGAN + Residual-in-Residual Dense Block SSIM 0.9011 # 5
Image Super-Resolution Urban100 - 4x upscaling SRGAN + Residual-in-Residual Dense Block PSNR 27.03 # 2
Image Super-Resolution Urban100 - 4x upscaling SRGAN + Residual-in-Residual Dense Block SSIM 0.8153 # 2
Image Super-Resolution Urban100 - 4x upscaling bicubic PSNR 23.14 # 25
Image Super-Resolution Urban100 - 4x upscaling bicubic SSIM 0.6577 # 24