Residual Swin Transformer Channel Attention Network for Image Demosaicing. (arXiv:2204.07098v1 [cs.CV])

Image demosaicing is problem of interpolating full- resolution color images
from raw sensor (color filter array) data. During last decade, deep neural
networks have been widely used in image restoration, and in particular, in
demosaicing, attaining significant performance improvement. In recent years,
vision transformers have been designed and successfully used in various
computer vision applications. One of the recent methods of image restoration
based on a Swin Transformer (ST), SwinIR, demonstrates state-of-the-art
performance with a smaller number of parameters than …

arxiv attention cv image network swin transformer