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Rate-Distortion-Complexity Optimization of Video Encoders with Applications to Sign Language Video Compression.

机译:视频编码器的速率失真复杂度优化及其在手语视频压缩中的应用。

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摘要

Applications for video compression have been growing over the years due to the availability of higher network bandwidth, lower cost of memory, and faster processor speed. Some new applications include real-time videoconferencing and video streaming. Most current cell phones come equipped with a video camera, and have the ability to capture a video and playback a recorded video. An emerging area of video compression is mobile videoconferencing, which is enabling the Deaf to communicate in American Sign Language (ASL) using video cell phones. Video encoders developed for PCs cannot be readily used for mobile phones, due to mobile phones' low processor speeds. In this thesis, we present algorithms for improving the speed of the H.264 video encoder on both PC and cell phone platforms by selecting encoder parameters that jointly trade off encoding speed and video quality at different bitrates.;We also apply our algorithms to a region-of-interest based video encoder specific to ASL. This encoder jointly optimizes for ASL intelligibility and bitrate. The parameters chosen by our algorithms are demonstrated to significantly improve the encoding speed at a given ASL intelligibility for different bitrates, on both PC and cell phone platforms.;ASL videoconferencing on a cell phone drastically reduces its battery life. To extend the cell phone battery life, we detect the signer's activity on the cell phone, and use it to control the backlight of the cell phone and the encoding frame rate. This approach improves the battery life by up to 54 minutes. Finally, we present a rate control method that allows the encoder bitrate to adapt to time-varying network bandwidth. We show that when this encoder operates with suitably chosen parameters, it yields both higher encoding speed and ASL intelligibility on a cell phone over a constant bitrate encoder.
机译:由于具有更高的网络带宽,更低的内存成本和更快的处理器速度,视频压缩的应用多年来一直在增长。一些新的应用程序包括实时视频会议和视频流。当前大多数手机都配备了摄像机,并且能够捕获视频并回放录制的视频。视频压缩的新兴领域是移动视频会议,这使聋人能够使用视频手机以美国手语(ASL)进行通信。由于手机的处理器速度较低,因此为PC开发的视频编码器无法轻易用于手机。在本文中,我们提出了通过选择在不同比特率下共同权衡编码速度和视频质量的编码器参数来提高PC和手机平台上H.264视频编码器速度的算法。 ASL专用的基于兴趣区域的视频编码器。该编码器共同优化了ASL可懂度和比特率。我们的算法选择的参数被证明可以在PC和手机平台上以给定的ASL可理解性针对不同的比特率显着提高编码速度。手机上的ASL视频会议会大大降低其电池寿命。为了延长手机的电池寿命,我们检测了手机上签名者的活动,并用它来控制手机的背光和编码帧率。这种方法可将电池寿命延长多达54分钟。最后,我们提出了一种速率控制方法,该方法允许编码器的比特率适应时变的网络带宽。我们表明,当此编码器以适当选择的参数运行时,与恒定比特率编码器相比,它在手机上可产生更高的编码速度和ASL可懂度。

著录项

  • 作者

    Vanam, Rahul.;

  • 作者单位

    University of Washington.;

  • 授予单位 University of Washington.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 109 p.
  • 总页数 109
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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