Computer Vision Statistical Models for Marr's Paradigm
As the first book of a three-part series, this book is offered as a tribute to pioneers in vision, such as Béla Julesz, David Marr, King-Sun Fu, Ulf Grenander, and David Mumford. The authors hope to provide foundation and, perhaps more importantly, further inspiration for continued research in visio...
| Main Authors: | , |
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| Format: | eBook |
| Language: | English |
| Published: |
Cham
Springer International Publishing
2023, 2023
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| Edition: | 1st ed. 2023 |
| Subjects: | |
| Online Access: | |
| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- Preface
- About the Authors
- 1 Introduction
- 2 Statistics of Natural Images
- 3 Textures
- 4 Textons
- 5 Gestalt Laws and Perceptual Organizations
- 6 Primal Sketch: Integrating Textures and Textons
- 7 2.1D Sketch and Layered Representation
- 8 2.5D Sketch and Depth Maps
- 9 Learning about information Projection
- 10 Informing Scaling and Regimes of Models
- 11 Deep Images and Models
- 12 A Tale of Three Families: Discriminative, Generative and Descriptive Models
- Bibliography