Local features in natural images via...
Damon, James.

 

  • Local features in natural images via singularity theory[electronic resource] /
  • 紀錄類型: 書目-電子資源 : Monograph/item
    杜威分類號: 514.746
    書名/作者: Local features in natural images via singularity theory/ by James Damon, Peter Giblin, Gareth Haslinger.
    作者: Damon, James.
    其他作者: Giblin, Peter.
    出版者: Cham : : Springer International Publishing :, 2016.
    面頁冊數: x, 255 p. : : ill. (some col.), digital ;; 24 cm.
    Contained By: Springer eBooks
    標題: Singularities (Mathematics)
    標題: Mathematics.
    標題: Global Analysis and Analysis on Manifolds.
    標題: Mathematical Applications in Computer Science.
    標題: Computer Imaging, Vision, Pattern Recognition and Graphics.
    ISBN: 9783319414713
    ISBN: 9783319414706
    內容註: Introduction -- Overview -- Part I-Mathematical Basis for Analysis of Feature-Shade/Shadow- Contours -- Abstract Classification of Singularities Preserving Features -- Singularity Equivalence Groups Capturing Interactions -- Methods for Classification of Singularities -- Methods for Topological Classification of Singularities -- Part II-The Classification of Interactions Involving Feature- Shade/Shadow-Contours -- Stratifications of Generically Illuminated Surfaces with Geometric Features -- Realizations of Abstract Mappings Representing Projection Singularities -- Statements of the Main Classification Results -- Part III-Classifications of Interactions of Pairs of Feature- Shade/Shadow-Contours -- Stable View Projections and Transitions involving Shade/Shadow Curves on a Smooth Surface (SC) -- Transitions involving Views of Geometric Features (FC) -- Part IV-Classifications of Multiple Interactions -- Transitions involving Geometric Features and Shade/Shadow Curves (SFC) -- Classifications of Stable Multilocal Configurations and Their Generic Transitions -- Bibliography.
    摘要、提要註: This monograph considers a basic problem in the computer analysis of natural images, which are images of scenes involving multiple objects that are obtained by a camera lens or a viewer's eye. The goal is to detect geometric features of objects in the image and to separate regions of the objects with distinct visual properties. When the scene is illuminated by a single principal light source, we further include the visual clues resulting from the interaction of the geometric features of objects, the shade/shadow regions on the objects, and the "apparent contours". We do so by a mathematical analysis using a repertoire of methods in singularity theory. This is applied for generic light directions of both the "stable configurations" for these interactions, whose features remain unchanged under small viewer movement, and the generic changes which occur under changes of view directions. These may then be used to differentiate between objects and determine their shapes and positions.
    電子資源: http://dx.doi.org/10.1007/978-3-319-41471-3
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