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Motion Analysis in Biological and Computer Vision Systems

Motion Analysis in Biological and Computer Vision Systems
生物和计算机视觉系统中的运动分析
批准号:
8719394
负责人:
Tomaso Poggio
金额:
$51.54万
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
1988
资助国家:
美国
项目状态:
已结题
起止时间:
1988-06-15 至 1992-05-31

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中文摘要
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英文摘要
The measurement and use of visual motion is a fundamental component of biological and machine vision systems that provides essential sensory information for tasks such as navigation, object manipulation and recognition. Significant advances have been made toward understanding how vision systems might solve the individual problems of detecting sudden movements, segmenting the scence into distinct objects on the basic of motion discontinuities, tracking objects of interest, recovering the three-dimensional structure and movement of object surfaces, and inferring their own movement relative to the environment. This research examines how solutions to these problems are integrated into a motion analysis that performs these functions with speed, accuracy, reliability and flexibility. Such a system must embody multiple computational strategies that combine fast and robust methods for deriving qualitative motion information with slower, accurate methods for deriving quantitative models of three- dimensional structure and motion. The approach taken in this project brings together theoretical analyses, implementation and testing of computer algorithms, and observations on human motion perception. This research will lead both to significant improvements in the performance of computer vision systems at analyzing dynamic images, and new understanding of motion analysis in the human visual system.
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会议论文
Collaborative Research: Foundations of Deep Learning: Theory, Robustness, and the Brain​
A Center for Brains, Minds and Machines: the Science and the Technology of Intelligence
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