In this book a global shape model is developed and applied to the analysis of real pictures acquired with a visible light camera under varying conditions of optical degradation. Computational feasibility of the algorithms derived from this model is achieved by analytical means. The aim is to develop methods for image understanding based on structured restoration, for example automatic detection of abnormalities. We also want to find the limits of applicability of the algorithms. This is done by making the optical degradations more and more severe until the algorithms no longer succeed in their task. This computer experiment in pattern theory is one of several. The others, LEAVES, X-RAYS, and RANGE are described elsewhere. This book is suitable for an advanced undergraduate or graduate seminar in pattern theory, or as an accompanying book for applied probability, computer vision, or pattern recognition.
Reihe
Auflage
Softcover reprint of the original 1st ed. 1991
Sprache
Verlagsort
Zielgruppe
Für höhere Schule und Studium
Für Beruf und Forschung
Research
Illustrationen
Maße
Höhe: 235 mm
Breite: 155 mm
Dicke: 10 mm
Gewicht
ISBN-13
978-0-387-97386-9 (9780387973869)
DOI
10.1007/978-1-4612-3046-5
Schweitzer Klassifikation
1. Dealing with Highly Variable Pattern.- 2. Pattern Synthesis.- 3. Pattern Analysis.- 4. Pattern Synthesis: Experiments.- 5. Pattern Analysis: Experiments.- 6. Model Critique and Conclusions.- References.- Appendix A. Experimental Software.- Appendix B. Instructions for Using the Software.- Appendix C. Variability of Random Shapes.- Appendix D. Connectivity of Configuration Space.