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LIDIA: Lightweight Learned Image Denoising with Instance Adaptation
Gregory Vaksman, Michael Elad, Peyman Milanfar
Image denoising is a well studied problem with an extensive activity that has spread over several decades. Despite the many available denoising algorithms, the quest for simple, po…
Deep K-SVD Denoising
Meyer Scetbon, Michael Elad, Peyman Milanfar
This work considers noise removal from images, focusing on the well known K-SVD denoising algorithm. This sparsity-based method was proposed in 2006, and for a short while it was c…
Handheld Multi-Frame Super-Resolution
Bartlomiej Wronski, Ignacio Garcia-Dorado, Manfred Ernst +5
Compared to DSLR cameras, smartphone cameras have smaller sensors, which limits their spatial resolution; smaller apertures, which limits their light gathering ability; and smaller…
DeepRED: Deep Image Prior Powered by RED
Gary Mataev, Michael Elad, Peyman 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 immens…