06-16-2022, 11:23 AM
A progressive propagation strategy with pseudo labels is also proposed to enhance DVP’s performance on video propagation. Temporal consistency, video processing, internal learning, video propagation, deep learning. Although task-specific video processing algorithms can improve temporal coherence, it is unclear or challenging to apply similar strategies to other tasks. Therefore, a generic framework that can turn an image processing algorithm into its video processing counterpart with strong temporal consistency is highly valuable. In this work, we study a novel approach to obtain a temporally consistent video from a processed video, which is a video after independently applying an image processing algorithm to each frame of an input video. Based on this approach, Yao et al. However, these two methods assume that the output and processed videos are similar in the gradient domain, which may not hold in practice. To address this issue, Lai et al. In addition to blind video temporal consistency methods, Eilertsen et al. We propose a general and simple framework, utilizing Deep Video Prior by training a convolutional network on videos: the outputs of a CNN for corresponding patches in video frames should be consistent.
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