Boosting the Performance of Video Compression Artifact Reduction with Reference Frame Proposals and Frequency Domain Information [article]

Yi Xu, Minyi Zhao, Jing Liu, Xinjian Zhang, Longwen Gao, Shuigeng Zhou, Huyang Sun
<span title="2021-05-31">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Many deep learning based video compression artifact removal algorithms have been proposed to recover high-quality videos from low-quality compressed videos. Recently, methods were proposed to mine spatiotemporal information via utilizing multiple neighboring frames as reference frames. However, these post-processing methods take advantage of adjacent frames directly, but neglect the information of the video itself, which can be exploited. In this paper, we propose an effective reference frame
more &raquo; ... oposal strategy to boost the performance of the existing multi-frame approaches. Besides, we introduce a loss based on fast Fourier transformation~(FFT) to further improve the effectiveness of restoration. Experimental results show that our method achieves better fidelity and perceptual performance on MFQE 2.0 dataset than the state-of-the-art methods. And our method won Track 1 and Track 2, and was ranked the 2nd in Track 3 of NTIRE 2021 Quality enhancement of heavily compressed videos Challenge.
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="">arXiv:2105.14962v1</a> <a target="_blank" rel="external noopener" href="">fatcat:rosuxh7a2jfnrei5fgsa6rlgq4</a> </span>
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