Deep Video Prior for Video Consistency and Propagation. (arXiv:2201.11632v1 [cs.CV])

Web: http://arxiv.org/abs/2201.11632

Applying an image processing algorithm independently to each video frame
often leads to temporal inconsistency in the resulting video. To address this
issue, we present a novel and general approach for blind video temporal
consistency. Our method is only trained on a pair of original and processed
videos directly instead of a large dataset. Unlike most previous methods that
enforce temporal consistency with optical flow, we show that temporal
consistency can be achieved by training a convolutional neural network on …

arxiv cv deep prior video