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具有应用可配置机制的低复杂度压缩感知视频编码器设计

esign of Low-Complexity Compressive Sensing Video Encoder with Application-Aware Configurable Mechanism

中文摘要英文摘要

随着嵌入式视频采集节点和无线视频监控系统等新型视频应用的发展,传统视频编码方法不再适用于这种低计算复杂度低功耗要求的环境。所以本文提出了一种具有应用可配置机制的低复杂度压缩感知视频编码方法。这种新型视频编码方法采用压缩感知多残差结构和可配置机制,不仅具有低复杂度特性,而且可以根据应用分析配置编码器参数,即GOP(Group of Processing)和测量矩阵大小,在满足应用需求前提下,最大可能提高压缩比。本文使用目标跟踪应用实例验证该视频编码方法的有效性。仿真结果显示,本文提出的视频编码方法可实现较高的压缩比,而且在压缩比达到60x时,重构的视频用于目标跟踪,跟踪率仍可保持90%以上。

With the development of embedded video acquisition nodes and wireless video surveillance systems, traditional video coding methods could not meet the needs of less computing complexity any more, as well as the urgent power consumption. So, a low-complexity compressive sensing video encoder framework with application-aware configurable mechanism is proposed in this paper, where multiple-residual structure based on compressive sensing and configurable mechanism are exploited to reduce the coding complexity effectively and improve the compression ratio (CR). Moreover, the group of processing (GOP) size and the measurement matrix size can be configured on the encoder side according to the post-analysis requirements of an application example of object tracking to increase the CR of encoder as best as possible. Simulations show the proposed framework of encoder could achieve 60X of CR when the tracking successful rate (SR) is still keeping above 90%.

骆丽、于爽、乔飞

电子技术应用计算技术、计算机技术通信

视频编码低复杂度压缩感知多残差可配置目标跟踪

Video CodingLow ComplexityCompressive SensingMultiple ResidualConfigurableTarget Tracking

骆丽,于爽,乔飞.具有应用可配置机制的低复杂度压缩感知视频编码器设计[EB/OL].(2014-03-14)[2025-07-25].http://www.paper.edu.cn/releasepaper/content/201403-476.点此复制

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