Hierarchical Perceptual Grouping for Object Recognition: Theoretical Views and Gestalt-law Applications - Couverture rigide

Livre 69 sur 86: Advances in Computer Vision and Pattern Recognition

Michaelsen, Eckart; Meidow, Jochen

 
9783030040390: Hierarchical Perceptual Grouping for Object Recognition: Theoretical Views and Gestalt-law Applications
Couverture rigide
ISBN 10 : 3030040399 ISBN 13 : 9783030040390
Editeur : Springer Nature Switzerland AG, 2019

Synopsis

This unique text/reference presents a unified approach to the formulation of Gestalt laws for perceptual grouping, and the construction of nested hierarchies by aggregation utilizing these laws. The book also describes the extraction of such constructions from noisy images showing man-made objects and clutter. Each Gestalt operation is introduced in a separate, self-contained chapter, together with application examples and a brief literature review. These are then brought together in an algebraic closure chapter, followed by chapters that connect the method to the data - i.e., the extraction of primitives from images, cooperation with machine-readable knowledge, and cooperation with machine learning.

Topics and features: offers the first unified approach to nested hierarchical perceptual grouping; presents a review of all relevant Gestalt laws in a single source; covers reflection symmetry, frieze symmetry, rotational symmetry, parallelism and rectangular settings, contour prolongation, and lattices; describes the problem from all theoretical viewpoints, including syntactic, probabilistic, and algebraic perspectives; discusses issues important to practical application, such as primitive extraction and any-time search; provides an appendix detailing a general adjustment model with constraints.

This work offers new insights and proposes novel methods to advance the field of machine vision, which will be of great benefit to students, researchers, and engineers active in this area.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Dr.-Ing. Eckart Michaelsen is a researcher at the Object Recognition Department of Fraunhofer IOSB, Ettlingen, Germany.

Dr.-Ing. Jochen Meidow is a researcher at the Scene Analysis Department of the same institution.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer Nature Switzerland AG
Date d'édition
2019
Langue
anglais
ISBN 10 
3030040399
ISBN 13 
9783030040390
Reliure
Relié
Nombre de pages
206
Coordonnées du fabricant
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