Hierarchical Perceptual Grouping for Object Recognition

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, rotationalsymmetry, 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.

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.

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.

Contenu

Introduction

Reflection Symmetry

Good Continuation in Rows or Frieze Symmetry

Rotational Symmetry

Closure - Hierarchies of Gestalten

Search

Illusions

Prolongation in Good Continuation

Parallelism and Rectangularity

Lattice Gestalten

Primitive Extraction

Knowledge and Gestalt Interaction

Learning

Appendix A: General Adjustment Model with Constraints