基于ORB的乐视RGB-D摄像机视觉SLAM系统

Yang Fan, Li Ming
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引用次数: 1

摘要

提出了一种基于定向FAST和旋转BRIEF (ORB)和乐视RGB-D相机配件的视觉同步定位与制图系统(SLAM)。通过ORB特征和RANSAC (random sample and consensus)算法进行帧匹配。采用g20库作为基于图的姿态优化框架。提出了替代关键帧生成方法以提高处理能力。通过标定后的RGB-D相机同时采集彩色图像的深度信息,生成可用于后续智能机器人相关应用的密集点云图。
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An ORB based visual SLAM system by RGB-D camera of LeTV
This paper presents a visual simultaneously localization and mapping (SLAM) system based on Oriented FAST and Rotated BRIEF (ORB) and the RGB-D camera accessory of LeTV. Frame matching is performed through ORB feature and random sample and consensus (RANSAC) algorithm. G2o library is used as graph based pose optimization framework. Alternative key frame generation method is proposed to get increased processing capacity. Dense point cloud map which can be used for following intelligent robot related applications is generated from the depth information captured with color image simultaneously by the calibrated RGB-D camera.
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