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Video frames interpolation using adaptive warping.

机译:使用自适应扭曲的视频帧插值。

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摘要

In this dissertation, a strategy for high fidelity scaling of video frames to higher resolutions is introduced. The method employed is a combination of block matching-based motion estimation and optical-based motion estimation, which builds on the Control Grid Interpolation (CGI) methods. Low resolution images are interpolated and used to obtain motion vectors that are then used to warp high definition reference frames. Because motion estimation is an ill-posed problem, robustness is critical in the motion search procedure. To improve the robustness of the derived motion fields, a bidirectional motion estimation method is proposed. A hierarchical motion structure is used to solve the ambiguity in the framework.;Improving the spatial quality of video coded at low bit rates is a problem of general interest. Toward this end, a combined forward-backward warping method is proposed to improve the resolution of video encoded with H.264/AVC. The scheme attempts to capture long-term spatial detail by warping high resolution reference frames in accordance with displacement vectors derived from decoded low resolution frames. At low bit rates, the proposed method can achieve better PSNRs and better subjective quality than conventional H.264/AVC for sequences with low to moderate motion.;The third application considered in this dissertation is video frame rate up-conversion. A new inter-frame motion compensated interpolation method is proposed that employs motion vector correction based on residual energy. Experimental results show that it can improve the visual quality of the interpolated frames where competing methods fail.
机译:本文介绍了一种将视频帧高保真缩放到更高分辨率的策略。所采用的方法是基于控制匹配插值(CGI)方法的基于块匹配的运动估计和基于光学的运动估计的组合。低分辨率图像被插值并用于获得运动矢量,然后将其用于扭曲高清参考帧。由于运动估计是一个不适当地的问题,因此鲁棒性在运动搜索过程中至关重要。为了提高导出运动场的鲁棒性,提出了一种双向运动估计方法。分层运动结构用于解决框架中的歧义。提高低比特率编码视频的空间质量是人们普遍关注的问题。为此,提出了一种组合的前向后向扭曲方法以提高用H.264 / AVC编码的视频的分辨率。该方案试图通过根据从解码的低分辨率帧导出的位移矢量使高分辨率参考帧变形来捕获长期空间细节。在低比特率的情况下,该方法相对于传统的H.264 / AVC在低速到中速运动时可以获得更好的PSNR和主观质量。提出了一种新的帧间运动补偿插值方法,该方法采用基于剩余能量的运动矢量校正。实验结果表明,在竞争方法失败的情况下,它可以提高插值帧的视觉质量。

著录项

  • 作者

    Lou, Ying Chen.;

  • 作者单位

    Purdue University.;

  • 授予单位 Purdue University.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 124 p.
  • 总页数 124
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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