06-16-2022, 12:13 PM
To address this issue, we first explore the sparse property of blur kernels to constrain the blur kernel estimation network, and then develop a simple and effective method for generating auxiliary paired data from the original LR input videos based on the image formation of video SR, so that the networks can be better constrained by both the generated paired data and sparse property constraint for both blur kernel estimation and latent HR video restoration. In addition, we introduce an optical flow estimation module to exploit the information from adjacent frames for better HR video restoration. By training the proposed algorithm in an end-to-end fashion, we show that it performs favorably against state-of-the-art methods on benchmark datasets and real-world videos. To the best of our knowledge, this is the first algorithm that develops a self-supervised learning method for blind video SR. Figure 1 shows one super-resolved frame, where the proposed method generates the results with correct structural details than both single and video SR methods.
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