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Super-resolution reconstructed video coding scheme based on inter-frame information

delete2023-10-31
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PRE
AI
H
Haoqi Xu
周智恒 封面图
周智恒 (Zhiheng Zhou)
S
Shang Zhuge
李飞 封面图
李飞 (Fei Li)
DOI:10.1007/s11042-023-17441-zdelete
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摘要

摘要

En 中文
In recent years, the explosive growth of video data has posed a challenge to the performance of traditional video coding frameworks. The industry is thus faced with the pressing issue of how to transmit high-quality videos under limited bandwidth conditions. To address this challenge, a super-resolution reconstruction video coding scheme has been proposed, which combines traditional coding frameworks with deep learning-based super-resolution technology. By reducing the data coding volume through pre-coding downsampling and reconstructing videos through post-decoding upsampling, this scheme shows great potential in solving the aforementioned problems. However, previous super-resolution reconstruction video coding schemes have failed to effectively utilize the inter-frame correlation of video sequences, which limits the coding efficiency of the scheme. To overcome this limitation, this paper proposes an upsampling reconstruction network based on inter-frame information exploration. Experimental results show that, compared with the HEVC standard, the proposed scheme achieves a reduction of 11.05%, 11.3%, and 8.84% in the BD-BR index under the All-Intra, Low Delay P, and Random Access coding configurations, respectively, demonstrating higher coding efficiency than the previous human-designed scheme.
Keyword:
Video coding scheme
Super-resolution
Inter-frame correlation
HEVC

期刊

Multimedia Tools and Applications 封面图
Multimedia Tools and Applications
IF:
3
论文数:
1.9W
被引数:
3.2W

机构

S
south china university of technology
学者数:
6.8W
论文数: 5.1W
被引数: 85
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