書誌事項

Visual reconstruction

Andrew Blake and Andrew Zisserman

(The MIT Press series in artificial intelligence)

MIT Press, c1987

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注記

Bibliography: p. [173]-181

Includes index

内容説明・目次

内容説明

"Visual Reconstruction" presents a unified and highly original approach to the treatment of continuity in vision. It introduces, analyzes, and illustrates two new concepts. The first - the weak continuity constraint - is a concise, computational formalization of piecewise continuity. It is a mechanism for expressing the expectation that visual quantities such as intensity, surface color, and surface depth vary continuously almost everywhere, but with occasional abrupt changes. The second concept - the graduated nonconvexity algorithm - arises naturally from the first. It is an efficient, deterministic (nonrandom) algorithm for fitting piecewise continuous functions to visual data.The book first illustrates the breadth of application of reconstruction processes in vision with results that the authors' theory and program yield for a variety of problems. The mathematics of weak continuity and the graduated nonconvexity (GNC) algorithm are then developed carefully and progressively.Contents: Modeling Piecewise Continuity. Applications of Piecewise Continuous Reconstruction. Introducing Weak Continuity Constraints. Properties of the Weak String and Membrane. Properties of Weak Rod and Plate. The Discrete Problem. The Graduated Nonconvexity (GNC) Algorithm. Appendixes: Energy Calculations for the String and Membrane. Noise Performance of the Weak Elastic String. Energy Calculations for the Rod and Plate. Establishing Convexity. Analysis of the GNC Algorithm.Both authors are in the Department of Computer Science at the University of Edinburgh. Andrew Blake is Lecturer and a Royal Society IBM Research Fellow. Andrew Zisserman is a Science and Engineering Research Council (SERC) Research Fellow. "Visual Reconstruction" is included in the Artificial Intelligence series, edited by Michael Brady and Patrick Winston.

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詳細情報

  • NII書誌ID(NCID)
    BA01049257
  • ISBN
    • 0262022710
  • LCCN
    87004079
  • 出版国コード
    us
  • タイトル言語コード
    eng
  • 本文言語コード
    eng
  • 出版地
    Cambridge, Mass.
  • ページ数/冊数
    vii, 225 p.
  • 大きさ
    24 cm
  • 分類
  • 件名
  • 親書誌ID
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