DeepRED: Deep Image Prior Powered by RED

25 Mar 2019Gary MataevMichael EladPeyman Milanfar

Inverse problems in imaging are extensively studied, with a variety of strategies, tools, and theory that have been accumulated over the years. Recently, this field has been immensely influenced by the emergence of deep-learning techniques... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Image Super-Resolution Set14 - 4x upscaling DeepRED PSNR 27.63 # 38
Image Super-Resolution Set14 - 8x upscaling DeepRED PSNR 24.28 # 5
Image Super-Resolution Set5 - 4x upscaling DeepRED PSNR 30.72 # 36
Image Super-Resolution Set5 - 8x upscaling DeepRED PSNR 26.04 # 5

Methods used in the Paper


METHOD TYPE
🤖 No Methods Found Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet