Volume 52 Issue 9
Sep.  2026
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Zhang Y F,Liu L L,Yu J C,et al. LCU-level video bit allocation algorithm based on two-layer game in low-altitude communication environment[J]. Journal of Beijing University of Aeronautics and Astronautics,2026,52(9):3146-3152 (in Chinese)
Citation: Zhang Y F,Liu L L,Yu J C,et al. LCU-level video bit allocation algorithm based on two-layer game in low-altitude communication environment[J]. Journal of Beijing University of Aeronautics and Astronautics,2026,52(9):3146-3152 (in Chinese)

LCU-level video bit allocation algorithm based on two-layer game in low-altitude communication environment

doi: 10.13700/j.bh.1001-5965.2025.0357
Funds:

Zhejiang Provincial “Pioneer” and “Leading Goose” R&D Program (2024C01079)

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  • Corresponding author: E-mail:zhudf@buaa.edu.cn
  • Received Date: 09 Jun 2025
  • Accepted Date: 15 Aug 2025
  • Publish Date: 03 Sep 2025
  • This paper addresses the issues of low video coding efficiency and insufficient bit rate utilization in low-altitude communication scenarios by proposing an largest coding unit (LCU)-level bit allocation (BA) optimization based on two-layer hybrid game model (HGLA) algorithm. Using the LCU as the basic unit, the algorithm performs region partitioning according to texture complexity, motion intensity, and edge information, and establishes a differentiated BA mechanism for high- and low-complexity regions. In particular, a combination of cooperative and non-cooperative game models is used for high-complexity regions to achieve coordinated BA; for low-complexity regions, a global quantization parameter (QP) smoothing strategy and a spatial weighting mechanism are introduced to improve bit rate utilization efficiency and visual continuity. Finally, experimental validation under four low-bit rate scenarios demonstrates that the proposed method achieves significant improvements in peak signal-to-noise ratio (PSNR), structural similarity index measure (SSIM), and subjective quality. Specifically, at the target bit rate of 16 Kbit/s, compared with four baseline methods including the high efficiency video coding (HEVC) rate control (RC) algorithm HM-RC and the frame-level multilayer perceptron (MLP)-based BA algorithm, the intra-frame rate control algorithm based on a simplified cubic rate-distortion model, and the variable-resolution rate control algorithm based on versatile video coding (VVC), the proposed method achieves average performance gains of 3.34%, 2.16%, and 9.8% in PSNR, SSIM, and mean opinion score (MOS), respectively, demonstrating its excellent practicality and adaptability in improving bit rate utilization efficiency and preserving image quality.

     

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  • [1]
    余润泽, 苏敏杰, 周烨挺, 等. 低空智慧城市无人机系统网络安全分析及防护策略研究[J]. 电信工程技术与标准化, 2025, 38(3): 61-67.

    Yu R Z, Su M J, Zhou Y T, et al. Analysis of network security and research on protection strategies for low altitude smart city unmanned aerial vehicle systems[J]. Telecom Engineering Technics and Standardization, 2025, 38(3): 61-67(in Chinese).
    [2]
    朱迪锋, 张雅霏, 龚轩, 等. 高动态链路下基于主机状态感知的视频码率自适应算法[J/OL]. 北京航空航天大学学报, 2024 (2024-10-10)[2025-03-20]. https://link.cnki.net/urlid/11.2625.V.20241009.1858.002.

    Zhu D F, Zhang Y F, Gong X, et al. Host-state awareness based video bitrate adaptation algorithm in highly dynamic links[J/OL]. Journal of Beijing University of Aeronautics and Astronautics, 2024 (2024-10-10)[2025-03-20]. https://link.cnki.net/urlid/11.2625.V.20241009.1858.002(in Chinese).
    [3]
    He J, Yang F Z. Efficient frame-level bit allocation algorithm for H. 265/HEVC[J]. IET Image Processing, 2017, 11(4): 245-257.
    [4]
    Liu Z Z, Pan X, Li Y M, et al. A game theory based CTU-level bit allocation scheme for HEVC region of interest coding[J]. IEEE Transactions on Image Processing, 2021, 30: 794-805.
    [5]
    Gao W, Kwong S, Jia Y H. Joint machine learning and game theory for rate control in high efficiency video coding[J]. IEEE Transactions on Image Processing, 2017, 26(12): 6074-6089.
    [6]
    Ahmad I, Luo J C. On using game theory to optimize the rate control in video coding[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2006, 16(2): 209-219.
    [7]
    Luo J C, Ahmad I, Sun Y. Controlling the bit rate of multi-object videos with noncooperative game theory[J]. IEEE Transactions on Multimedia, 2010, 12(2): 97-107.
    [8]
    Park H, Van Der Schaar M. Bargaining strategies for networked multimedia resource management[J]. IEEE Transactions on Signal Processing, 2007, 55(7): 3496-3511.
    [9]
    Wang X, Kwong S, Zhang Y. Applying game theory to rate control optimization for hierarchical B-pictures[J]. IEEE Transactions on Broadcasting, 2013, 59(4): 591-601.
    [10]
    Gao W, Kwong S, Zhou Y, et al. SSIM-based game theory approach for rate-distortion optimized intra frame CTU-level bit allocation[C]//Proceedings of the IEEE Transactions on Multimedia. Piscataway: IEEE Press, 2016: 988-999.
    [11]
    Lin J L, Huang A P, Zhao T S, et al. λ-domain VVC rate control based on Nash equilibrium[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2023, 33(7): 3477-3487.
    [12]
    Zhao T S, Lin J L, Song Y J, et al. Game theory-driven rate control for 360-degree video coding[C]//Proceedings of the 29th ACM International Conference on Multimedia. New York: ACM, 2021: 3998-4006.
    [13]
    公衍超, 王玲, 刘颖, 等. 视频主观观测实验启发的HEVC感知帧内码率控制[J]. 通信学报, 2021, 42(8): 90-102.

    Gong Y C, Wang L, Liu Y, et al. HEVC perceptual intra-frame rate control inspired by video subjective observation experiment[J]. Journal on Communications, 2021, 42(8): 90-102(in Chinese).
    [14]
    李维, 杨付正, 任鹏. 考虑视频内容的H.265/HEVC帧层码率分配算法[J]. 通信学报, 2015, 36(9): 76-81.

    Li W, Yang F Z, Ren P. H.265/HEVC frame-level bitrate allocation algorithm considering video content[J]. Journal on Communications, 2015, 36(9): 76-81(in Chinese).
    [15]
    崔士明, 黄新彭, 林兴斌, 等. 基于感兴趣区域及LCU特征的码率分配算法[J]. 工业控制计算机, 2024, 37(3): 15-17.

    Cui S M, Huang X P, Lin X B, et al. Rate allocation algorithm based on region of interest and LCU feature[J]. Industrial Control Computer, 2024, 37(3): 15-17(in Chinese).
    [16]
    Liu F Y, Chen Z Z. Multi-objective optimization of quality in VVC rate control for low-delay video coding[J]. IEEE Transactions on Image Processing, 2021, 30: 4706-4718.
    [17]
    He L Q, He X H, Xiong S H, et al. Efficient rate control in versatile video coding with adaptive spatial-temporal bit allocation and parameter updating[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2023, 33(6): 2920-2934.
    [18]
    Biatek T, Raulet M, Travers J F, et al. Efficient quantization parameter estimation in HEVC based on ρ-domain[C]//Proceedings of the 2014 22nd European Signal Processing Conference. Piscataway: IEEE Press, 2014: 296-300.
    [19]
    Nash J. Non-cooperative games[J]. The Annals of Mathematics, 1951, 54(2): 286.
    [20]
    Driessen T. Cooperative games, solutions and applications[M]. Berlin: Springer, 1988.
    [21]
    Zhu D F, Zhang Y F, Gong X, et al. DTS-BWpredictor: dual-scale temporal strategy based bandwidth prediction in highly dynamic links[J]. Computer Networks, 2025, 259: 111071.
    [22]
    Raufmehr F, Salehi M R, Abiri E. A frame-level MLP-based bit-rate controller for real-time video transmission using VVC standard[J]. Journal of Real-Time Image Processing, 2021, 18(3): 751-763.
    [23]
    Wang Y Z, Zhang J Q, Sun S L. Rate control for VVC intra coding with simplified cubic rate-distortion model[C]//Proceedings of the 2023 IEEE 25th International Workshop on Multimedia Signal Processing. Piscataway: IEEE Press, 2023: 1-6.
    [24]
    Fu T L, Zhang K, Zhang L, et al. Rate control with resolution changes for VVC[C]//Proceedings of the 2023 IEEE International Symposium on Circuits and Systems. Piscataway: IEEE Press, 2023: 1-5.
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