Edge-Informed Single Image Super-Resolution

The recent increase in the extensive use of digital imaging technologies has brought with it a simultaneous demand for higher-resolution images. We develop a novel edge-informed approach to single image super-resolution (SISR)... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Image Super-Resolution BSD100 - 4x upscaling Edge-informed SR PSNR 24.25 # 42
SSIM 0.851 # 1
Image Super-Resolution Celeb-HQ 4x upscaling Edge-informed SR PSNR 28.23 # 1
SSIM 0.912 # 1
Image Super-Resolution Set14 - 4x upscaling Edge-informed SR PSNR 25.19 # 52
SSIM 0.894 # 1
Image Super-Resolution Set5 - 4x upscaling Edge-informed SR PSNR 28.59 # 46
SSIM 0.965 # 1

Methods used in the Paper


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