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Real-time computation of disparity for hand-pair gesture recognition using a stereo webcam

机译:使用立体声网络摄像头实时计算手对手势识别的视差

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摘要

This paper presents an algorithm for the realtime computation of disparity using video stereo images captured by a stereo webcam. This algorithm is designed to provide both real-time throughput and robust disparity estimation for real-world applications where computation is limited to a pre-defined region-of-interest (ROI). More specifically, this algorithm is used as part of a hand-pair gesture recognition application where the disparity is computed for two ROI around a hand-pair identified by the segmentation component of the recognition application. The developed algorithm provides the required relative difference in disparity with background at high frame rates for the hand-pair gesture recognition application. The results obtained with an inexpensive commercial VGA stereo webcam show a robust disparity computation of 20 ms/frame enabling real-time hand-pair gesture recognition at 25 fps with >90% recognition rate for a maximum hand speed of 40 cm/s and for hand distances between 30 and 150 cm away from the camera.
机译:本文提出了一种使用立体摄像头捕获的视频立体图像实时计算视差的算法。该算法旨在为实际应用提供实时吞吐量和鲁棒的视差估计,在实际应用中,计算仅限于预定义的关注区域(ROI)。更具体地,该算法用作手对手势识别应用程序的一部分,其中针对由识别应用程序的分割组件标识的手对周围的两个ROI计算视差。对于手对手势识别应用程序,开发的算法可在高帧频下提供所需的视差相对背景差异。使用廉价的商用VGA立体声网络摄像头获得的结果显示,强大的20 ms /帧的视差计算支持25 fps的实时手对手势识别,识别率> 90%,最大手速为40 cm / s,对于手与相机之间的距离在30到150厘米之间。

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