Extending Neural P-frame Codecs for B-frame Coding
Reza Pourreza, Taco Cohen
摘要
While most neural video codecs address P-frame coding (predicting each frame from past ones), in this paper we address B-frame compression (predicting frames using both past and future reference frames). Our B-frame solution is based on the existing P-frame methods. As a result, B-frame coding capability can easily be added to an existing neural codec. The basic idea of our B-frame coding method is to interpolate the two reference frames to generate a single reference frame and then use it together with an existing P-frame codec to encode the input B-frame. Our studies show that the interpolated frame is a much better reference for the P-frame codec compared to using the previous frame as is usually done. Our results show that using the proposed method with an existing P-frame codec can lead to 28.5% saving in bit-rate on the UVG dataset compared to the P-frame codec while generating the same video quality.
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引用它的顶会 Paper9
- HiNeRV: Video Compression with Hierarchical Encoding-based Neural RepresentationHo Man Kwan, Ge Gao, Fan Zhang, Andrew Gower 等NeurIPS 2023 · 被引用 132 次
- SVFI: Spiking-Based Video Frame Interpolation for High-Speed MotionLujie Xia, Jing Zhao, Ruiqin Xiong, Tiejun HuangAAAI 2023 · 被引用 14 次
- Neighbor Correspondence Matching for Flow-based Video Frame SynthesisZhaoyang Jia, Yan Lu, Houqiang LiACM MM 2022 · 被引用 13 次
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- BiECVC: Gated Diversification of Bidirectional Contexts for Learned Video CompressionWei Jiang, Junru Li, Kai Zhang, Li ZhangACM MM 2025 · 被引用 3 次
它引用的顶会 Paper7
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- Video Compression With Rate-Distortion AutoencodersAmirHossein Habibian, Ties van Rozendaal, Jakub M. Tomczak, Taco CohenICCV 2019 · 被引用 233 次
- Neural Inter-Frame Compression for Video CodingAbdelaziz Djelouah, Joaquim Campos, Simone Schaub-Meyer, Christopher SchroersICCV 2019 · 被引用 207 次
- Learned Video Compression via Joint Spatial-Temporal Correlation ExplorationHaojie Liu, Han Shen, Lichao Huang, Ming Lu 等AAAI 2020 · 被引用 63 次
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