A Diffusion Model Based Quality Enhancement Method for HEVC Compressed Video

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Publicado no:arXiv.org (Nov 15, 2023), p. n/a
Autor principal: Liu, Zheng
Outros Autores: Qi, Honggang
Publicado em:
Cornell University Library, arXiv.org
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Acesso em linha:Citation/Abstract
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022 |a 2331-8422 
035 |a 2890528610 
045 0 |b d20231115 
100 1 |a Liu, Zheng 
245 1 |a A Diffusion Model Based Quality Enhancement Method for HEVC Compressed Video 
260 |b Cornell University Library, arXiv.org  |c Nov 15, 2023 
513 |a Working Paper 
520 3 |a Video post-processing methods can improve the quality of compressed videos at the decoder side. Most of the existing methods need to train corresponding models for compressed videos with different quantization parameters to improve the quality of compressed videos. However, in most cases, the quantization parameters of the decoded video are unknown. This makes existing methods have their limitations in improving video quality. To tackle this problem, this work proposes a diffusion model based post-processing method for compressed videos. The proposed method first estimates the feature vectors of the compressed video and then uses the estimated feature vectors as the prior information for the quality enhancement model to adaptively enhance the quality of compressed video with different quantization parameters. Experimental results show that the quality enhancement results of our proposed method on mixed datasets are superior to existing methods. 
653 |a Mathematical models 
653 |a Video post-production 
653 |a Parameters 
653 |a Video compression 
700 1 |a Qi, Honggang 
773 0 |t arXiv.org  |g (Nov 15, 2023), p. n/a 
786 0 |d ProQuest  |t Engineering Database 
856 4 1 |3 Citation/Abstract  |u https://www.proquest.com/docview/2890528610/abstract/embedded/6A8EOT78XXH2IG52?source=fedsrch 
856 4 0 |3 Full text outside of ProQuest  |u http://arxiv.org/abs/2311.08746