  Video Denoising is one of the fundamental tasks of any videoprocessing
pipeline. It is different from image denoising due to the tem-poral aspects of
video frames, and any image denoising approach appliedto videos will result in
flickering. The proposed method makes use oftemporal as well as spatial
dimensions of video frames as part of a two-stage pipeline. Each stage in the
architecture named as Spatio-TemporalNetwork uses a channel-wise attention
mechanism to forward the encodersignal to the decoder side. The Attention Block
used in this paper usessoft attention to ranks the filters for better training.
