一种基于频域变换优化的视频压缩算法OA
A video compression algorithm based on frequency domain transform optimization
针对视频编码中离散余弦变换(DCT)在处理非平稳残差信号时性能下降的问题,提出一种基于可逆结构扰动的频域变换优化方法.该方法在不改变标准DCT变换基本身的前提下,通过一组可逆的行循环移位操作对预测残差进行预处理,调整其空间统计分布,使其更接近DCT的最优工作区间,从而提高变换编码效率.算法通过编码单元(CU)宽高动态计算偏移量,采用率失真优化机制自适应选择最优扰动模式(含无扰动模式),以极低开销将模式标识写入码流;在解码端通过对应逆扰动实现残差无损重建.基于JCT-VC标准Class B进行了三组全高清测试序列实验,结果表明,所提方法在混合各类CU尺寸与预测模式的整体测试中,可实现约1.91%的码率降低,尤其在帧间预测模式及大尺寸CU上优势显著.其 中,ParkScene序列4096像素CU上取得2.80%的码率降低,算法增益随CU面积呈现"两端高、中间低"的 U型特征.该方法在保持与标准DCT相近计算复杂度的同时有效提升了压缩性能,为视频编码变换模块的硬件友好性优化提供了新思路.
Aiming at the performance degradation of discrete cosine transform(DCT)in video coding when processing non-stationary re-sidual signals,this paper proposes a frequency-domain transform optimization method based on reversible structural perturbation.With-out modifying the kernel of the standard DCT transform,this method preprocesses the prediction residuals via a set of reversible row cy-clic shift operations to adjust their spatial statistical distribution,making it closer to the optimal working region of DCT and thus impro-ving transform coding efficiency.The algorithm dynamically calculates the offset according to the width and height of the coding unit(CU),and adaptively selects the optimal perturbation mode(including the non-perturbation mode)using a rate-distortion optimization mechanism.The mode indicator is signaled in the bitstream with extremely low overhead,and lossless reconstruction of the residuals is realized at the decoder through the corresponding inverse perturbation.Experimental results based on three full-HD test sequences in Class B of the JCT-VC standard show that the proposed method can achieve an average bitrate reduction of approximately 1.91%in overall tests with mixed CU sizes and prediction modes.The performance gain is especially significant in inter-prediction modes and large-size CUs.Specifically,a bitrate reduction of 2.80%is obtained for 4096-pixel CUs in the ParkScene sequence,and the algorithmic gain exhibits a U-shaped characteristic of"high at both ends and low in the middle"as the CU area increases.The proposed method effectively improves compression performance while maintaining computational complexity similar to that of the standard DCT,provi-ding a new idea for hardware-friendly optimization of the transform module in video coding.
姜伟;张博;李国新;张悦;张韵东
北京航空航天大学 集成电路科学与工程学院,北京 100191||北京中星微人工智能芯片技术有限公司,北京 100191||数字感知芯片技术全国重点实验室,北京 100191||重庆中星微人工智能芯片技术有限公司,重庆 401120北京中星微人工智能芯片技术有限公司,北京 100191||数字感知芯片技术全国重点实验室,北京 100191||重庆中星微人工智能芯片技术有限公司,重庆 401120北京中星微人工智能芯片技术有限公司,北京 100191||数字感知芯片技术全国重点实验室,北京 100191||重庆中星微人工智能芯片技术有限公司,重庆 401120北京航空航天大学 集成电路科学与工程学院,北京 100191||数字感知芯片技术全国重点实验室,北京 100191北京航空航天大学 集成电路科学与工程学院,北京 100191||北京中星微人工智能芯片技术有限公司,北京 100191||数字感知芯片技术全国重点实验室,北京 100191||重庆中星微人工智能芯片技术有限公司,重庆 401120
信息技术与安全科学
视频编码离散余弦变换Karhunen-Loève变换残差预处理率失真优化结构扰动
video codingdiscrete cosine transformKarhunen-Loève transformresidual preprocessingrate-distortion optimizationstructural perturbation
《集成电路与嵌入式系统》 2026 (6)
35-42,8
北京学者计划(2023NO.095)
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