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Local Features in Natural Images via Singularity Theory

James Damon, Peter Giblin, Gareth Haslinger (Autoren)

Buch | Softcover

X, 255 Seiten

2016 | 1st ed. 2016
Springer International Publishing (Verlag)
978-3-319-41470-6 (ISBN)

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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.

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.

Erscheinungsdatum	12.09.2016
Reihe/Serie	Lecture Notes in Mathematics
Zusatzinfo	X, 255 p. 107 illus., 50 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Informatik ► Grafik / Design ► Digitale Bildverarbeitung
	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Mathematik / Informatik ► Mathematik ► Analysis
	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
Schlagworte	Computer Imaging, Vision, Pattern Recognition and • Generic Changes under Viewer Movement • Global Analysis and Analysis on Manifolds • local features • Mathematical Applications in Computer Science • mathematics and statistics • natural images • Singularity Theory on Stratified Spaces • Stable Views
ISBN-10	3-319-41470-4 / 3319414704
ISBN-13	978-3-319-41470-6 / 9783319414706
Zustand	Neuware