Control Grid Motion Estimation for Efficient Application of Optical Flow (Synthesis Lectures on Algorithms and Software in Engineering)
暫譯: 控制網格運動估計以有效應用光流(工程中的算法與軟體綜合講座)

Christine M. Zwart, David H. Frakes

  • 出版商: Morgan & Claypool
  • 出版日期: 2012-05-01
  • 售價: $1,460
  • 貴賓價: 9.5$1,387
  • 語言: 英文
  • 頁數: 88
  • 裝訂: Paperback
  • ISBN: 1627051295
  • ISBN-13: 9781627051293
  • 相關分類: Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

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商品描述

Motion estimation is a long-standing cornerstone of image and video processing. Most notably, motion estimation serves as the foundation for many of today's ubiquitous video coding standards including H.264. Motion estimators also play key roles in countless other applications that serve the consumer, industrial, biomedical, and military sectors. Of the many available motion estimation techniques, optical flow is widely regarded as most flexible. The flexibility offered by optical flow is particularly useful for complex registration and interpolation problems, but comes at a considerable computational expense. As the volume and dimensionality of data that motion estimators are applied to continue to grow, that expense becomes more and more costly. Control grid motion estimators based on optical flow can accomplish motion estimation with flexibility similar to pure optical flow, but at a fraction of the computational expense. Control grid methods also offer the added benefit of representing motion far more compactly than pure optical flow. This booklet explores control grid motion estimation and provides implementations of the approach that apply to data of multiple dimensionalities. Important current applications of control grid methods including registration and interpolation are also developed. Table of Contents: Introduction / Control Grid Interpolation (CGI) / Application of CGI to Registration Problems / Application of CGI to Interpolation Problems / Discussion and Conclusions

商品描述(中文翻譯)

運動估計是影像和視頻處理的長期基石。最顯著的是,運動估計作為當今許多普遍視頻編碼標準(包括 H.264)的基礎。運動估計器在無數其他應用中也扮演著關鍵角色,這些應用服務於消費者、工業、生物醫學和軍事領域。在眾多可用的運動估計技術中,光流(optical flow)被廣泛認為是最具靈活性的。光流所提供的靈活性對於複雜的配準和插值問題特別有用,但這也帶來了相當大的計算開銷。隨著運動估計器所應用的數據量和維度不斷增長,這種開銷變得越來越昂貴。基於光流的控制網格運動估計器可以以類似純光流的靈活性完成運動估計,但計算開銷卻僅為其一小部分。控制網格方法還提供了比純光流更緊湊的運動表示的額外好處。本小冊子探討了控制網格運動估計,並提供了適用於多維數據的該方法的實現。控制網格方法在配準和插值等重要當前應用中也得到了發展。

目錄:引言 / 控制網格插值(CGI) / CGI 在配準問題中的應用 / CGI 在插值問題中的應用 / 討論與結論