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Computer Vision : Statistical Models for Marr's Paradigm / by Song-Chun Zhu, Ying Nian Wu
| データ種別 | 電子ブック |
|---|---|
| 版 | 1st ed. 2023. |
| 出版者 | (Cham : Springer International Publishing : Imprint: Springer) |
| 出版年 | 2023 |
| 大きさ | XIV, 357 p. 192 illus., 109 illus. in color : online resource |
| 著者標目 | *Zhu, Song-Chun author Wu, Ying Nian author SpringerLink (Online service) |
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| 一般注記 | 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 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 vision. This book covers David Marr's paradigm and various underlying statistical models for vision. The mathematical framework herein integrates three regimes of models (low-, mid-, and high-entropy regimes) and provides foundation for research in visual coding, recognition, and cognition. Concepts are first explained for understanding and then supported by findings in psychology and neuroscience, after which they are established by statistical models and associated learning and inference algorithms. A reader will gain a unified, cross-disciplinary view of research in vision and will accrue knowledge spanning from psychology to neuroscience to statistics HTTP:URL=https://doi.org/10.1007/978-3-030-96530-3 |
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| 件 名 | LCSH:Image processing -- Digital techniques
全ての件名で検索
LCSH:Computer vision LCSH:Information visualization LCSH:Computer science LCSH:Computer science -- Mathematics 全ての件名で検索 LCSH:Mathematical statistics LCSH:Neural networks (Computer science) FREE:Computer Imaging, Vision, Pattern Recognition and Graphics FREE:Data and Information Visualization FREE:Theory of Computation FREE:Probability and Statistics in Computer Science FREE:Computer Science FREE:Mathematical Models of Cognitive Processes and Neural Networks |
| 分 類 | LCC:TA1501-1820 LCC:TA1634 DC23:006 |
| 書誌ID | EB00003951 |
| ISBN | 9783030965303 |
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※2019年3月27日以降