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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.
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