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Fast Inter Mode Decision Algorithm Based on Mode Mapping and Decision Tree for P Frames in MPEG-2 to H.264/AVC Transcoding

机译:基于模式映射和决策树的MPEG-2至H.264 / AVC转码的P帧快速帧间模式决策算法

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摘要

There is an inevitable requirement of transcoding from MPEG-2 to H.264/AVC in many video applications. Due to the use of variable block sizes and rate-distortion optimization techniques in H.264, there is extremely high computational complexity in the reference cascaded transcoder. To reduce the complexity, this paper presents a fast inter mode decision algorithm for P frames in MPEG-2 to H.264/AVC transcoding. Firstly, with the statistical analysis of the correlation between the MB's coding mode in MPEG-2 and the corresponding mode in H.264/AVC, the proposed algorithm directly determines the candidate modes for some special MBs based on the mode mapping rules. Then for other MBs, machine learning tools are used to exploit the correlation between the residual MB information in MPEG-2 and the coding mode in H.264/AVC, and the decision tree is derived to determine the candidate modes. The proposed algorithm efficiently reduces the number of candidate modes in H.264/AVC encoder. Experimental results show that the proposed algorithm can achieve 60 % of transcoding time saving on average with the less PSNR degradation and bitrate increase, comparing with the reference cascaded transcoder.
机译:在许多视频应用中,从MPEG-2到H.264 / AVC的转码是不可避免的要求。由于在H.264中使用了可变块大小和速率失真优化技术,因此参考级联代码转换器的计算复杂度非常高。为了降低复杂度,本文提出了一种针对MPEG-2到H.264 / AVC转码的P帧的快速帧间模式决策算法。首先,通过对MPEG-2中MB编码模式与H.264 / AVC中相应模式之间的相关性进行统计分析,该算法根据模式映射规则直接确定某些特殊MB的候选模式。然后对于其他MB,使用机器学习工具来利用MPEG-2中的残留MB信息与H.264 / AVC中的编码模式之间的相关性,并推导决策树以确定候选模式。该算法有效地减少了H.264 / AVC编码器中候选模式的数量。实验结果表明,与参考级联转码器相比,该算法平均可节省60%的转码时间,且PSNR下降和比特率增加较少。

著录项

  • 来源
    《Journal of VLSI signal processing》 |2015年第1期|33-43|共11页
  • 作者单位

    Department of Information and Communication Engineering, Room 454, School of Electronic and Information Engineering, Xi'an Jiaotong University, No. 28 Xianning West Road, Xi'an 710049, China;

    Department of Information and Communication Engineering, Room 454, School of Electronic and Information Engineering, Xi'an Jiaotong University, No. 28 Xianning West Road, Xi'an 710049, China;

    Beijing Key Laboratory of Intelligent Information Technology, School of Computer Science, Beijing Institute of Technology, No. 5 Zhongguancun South Road, Beijing 100081, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Transcoding; MPEG-2; H.264/AVC; Mode decision; Mode mapping; Decision tree;

    机译:转码;MPEG-2;H.264 / AVC;模式决定;模式映射;决策树;

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