TY - BOOK AU - Zhu, Song-Chun. AU - Wu, Ying Nian. TI - Computer Vision SN - 9783030965303 U1 - 6 PY - 2023/// CY - Cham PB - Springer International Publishing KW - Computer Imaging, Vision, Pattern Recognition and Graphics KW - Computer science KW - Computer Science KW - Computer vision KW - Data and Information Visualization KW - Image processing KW - Information visualization KW - Mathematical Models of Cognitive Processes and Neural Networks KW - Mathematical statistics KW - Neural networks (Computer science)  KW - Probability and Statistics in Computer Science KW - Theory of Computation N2 - 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 UR - https://doi.org/10.1007/978-3-030-96530-3 ER -