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Information Processing in the Visual Pathway

Zhongzhi Shi

Key Laboratory of Intelligent Information Processing
Institute of Computing Technology, Chinese Academy of Sciences

shizz@ics.ict.ac.cn

Abstract

Intelligence Science is an interdisciplinary subject that dedicates to joint research on basic theory and technology of intelligence by brain science, cognitive science, artificial intelligence and other disciplines. We have proposed a mind model CAM which is a general framework for brain-like machines. This talk will focus on the information processing in the visual pathway. Information processing in the visual pathway can be separated into objective processing and spatial processing. The Conditional Random fields based Feature Binding (CRFB) computational model is applied to visual objective processing. Feature integration theory is widely approved on the principles of the binding problem, which supplies the roadmap for our computational model. We construct the learning procedure to acquire necessary pre-knowledge for the recognition network on reasonable hypothesis–maximum entropy. With the recognition network, we bind the low-level image features with the high-level knowledge. For visual spatial processing, we explore three important kinds of relationship between objects that can be queried: topology, distance, and direction.

Short Bio

Zhongzhi Shi is a professor at the Institute of Computing Technology, Chinese Academy of Sciences, leading the Intelligence Science Laboratory. His research interests include intelligence science, machine learning, multi-agent systems and image processing. Professor Shi has published 14 monographs, 15 books and more than 450 research papers in journals and conferences. He has won a 2nd-Grade National Award at Science and Technology Progress of China in 2002, two 2nd-Grade Awards at Science and Technology Progress of the Chinese Academy of Sciences in 1998 and 2001, respectively. He is a fellow of CCF and CAAI, senior member of IEEE, member of AAAI and ACM, Chair for the WG 12.2 of IFIP. He serves as Editor-in-Chief for International Journal of Intelligence Science and Series on Intelligence Science. He has served as Vice President for Chinese Association of Artificial Intelligence and General Secretary of China Computer Federation.


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