High-dimensional and low-quality vis...
Deng, Yue.

 

  • High-dimensional and low-quality visual information processing[electronic resource] :from structured sensing and understanding /
  • 紀錄類型: 書目-語言資料,印刷品 : Monograph/item
    杜威分類號: 006.37
    書名/作者: High-dimensional and low-quality visual information processing : from structured sensing and understanding // by Yue Deng.
    作者: Deng, Yue.
    出版者: Berlin, Heidelberg : : Springer Berlin Heidelberg :, 2015.
    面頁冊數: xv, 99 p. : : ill., digital ;; 24 cm.
    Contained By: Springer eBooks
    標題: Computer vision.
    標題: Image processing.
    標題: Optical data processing.
    標題: Engineering.
    標題: Signal, Image and Speech Processing.
    標題: Image Processing and Computer Vision.
    標題: Data Structures, Cryptology and Information Theory.
    標題: Data Mining and Knowledge Discovery.
    ISBN: 9783662445266 (electronic bk.)
    ISBN: 9783662445259 (paper)
    內容註: Introduction -- Sparse Structure for Visual Signal Sensing -- Graph Structure for Visual Signal Sensing -- Discriminative Structure for Visual Signal Understanding -- Information Theoretic Structure for Visual Signal Understanding -- Conclusions.
    摘要、提要註: This thesis primarily focuses on how to carry out intelligent sensing and understand the high-dimensional and low-quality visual information. After exploring the inherent structures of the visual data, it proposes a number of computational models covering an extensive range of mathematical topics, including compressive sensing, graph theory, probabilistic learning and information theory. These computational models are also applied to address a number of real-world problems including biometric recognition, stereo signal reconstruction, natural scene parsing, and SAR image processing.
    電子資源: http://dx.doi.org/10.1007/978-3-662-44526-6
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