Analyzing Perception-Distortion Tradeoff using Enhanced Perceptual Super-resolution Network

1 Nov 2018Subeesh VasuNimisha Thekke MadamRajagopalan A. N

Convolutional neural network (CNN) based methods have recently achieved great success for image super-resolution (SR). However, most deep CNN based SR models attempt to improve distortion measures (e.g. PSNR, SSIM, IFC, VIF) while resulting in poor quantified perceptual quality (e.g. human opinion score, no-reference quality measures such as NIQE)... (read more)

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