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Tracking and Detecting Moving Objects Using Stereo Camera on Moving Platform

机译:在移动平台上使用立体摄像机跟踪和检测移动对象

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摘要

A method for searching the moving object by the color stereo camera fixed on a moving platform is proposed in this study. SIFT corner detector is used to match points in the left and right images. In addition, additional matching points are obtained by the parallax concept, control points, color segmentation and epipolar line geometry principle. Moreover, the continuous matching points are calculated by depth information, platform information and searching window concept. Finally, the moving object position is obtained by the compensation of the background using an appropriate transform function. Different from others, the color segmentations with its own depth for each in an image is used to improve the correct rate of transformation. Besides, the corner detector and the parallax concept are used to solve smooth area without enough characteristic points and the best transfer function is determined by multi-RANSAC. The percentage of correct matching pixels approaches to 92% by multi-RANSAC. The current method can be used for searching either outdoor or indoor moving objects and the results show that two persons outdoors can be found and located successfully with this proposed algorithm. This research develops a moving object detection technique to improve the object recognition.
机译:提出了一种利用固定在移动平台上的彩色立体摄像机搜索移动物体的方法。 SIFT拐角检测器用于匹配左右图像中的点。此外,通过视差概念,控制点,颜色分割和对极线几何原理可以获得其他匹配点。此外,通过深度信息,平台信息和搜索窗口概念来计算连续匹配点。最后,通过使用适当的变换函数对背景进行补偿来获得运动对象位置。与其他图像不同,对于图像中的每个图像,使用具有自己深度的颜色分割可提高正确的变换率。此外,角点检测器和视差概念被用于解决没有足够特征点的平滑区域,而最佳传递函数由multi-RANSAC确定。正确的匹配像素百分比通过多RANSAC接近92%。目前的方法可用于搜索室外或室内移动物体,结果表明,该算法可以成功找到并定位两个人。这项研究开发了一种运动物体检测技术,以提高物体识别能力。

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