基于视觉的步态识别方法在人体识别中的研究进展

Jin Wang, M. She, S. Nahavandi, A. Kouzani
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引用次数: 216

摘要

基于步态的人体识别由于其在相对较远的距离内不易被识别的优点而引起了计算机视觉界的极大兴趣。本文综述了近年来步态识别方法的研究进展。重点研究了一般步态识别系统中涉及的三个主要问题,即步态图像表示、特征降维和步态分类。此外,对现有的公共步态数据集进行了回顾。最后的讨论概述了一些研究挑战,并为该领域提供了有希望的未来方向。
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A Review of Vision-Based Gait Recognition Methods for Human Identification
Human identification by gait has created a great deal of interest in computer vision community due to its advantage of inconspicuous recognition at a relatively far distance. This paper provides a comprehensive survey of recent developments on gait recognition approaches. The survey emphasizes on three major issues involved in a general gait recognition system, namely gait image representation, feature dimensionality reduction and gait classification. Also, a review of the available public gait datasets is presented. The concluding discussions outline a number of research challenges and provide promising future directions for the field.
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