机器人操作系统的目标检测

Dong Xu, Qian Huang, Hanwu Liu
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引用次数: 6

摘要

目标检测是计算机视觉研究的一个热点,因为许多应用都需要确定目标的位置。基于特征匹配的目标检测方法有很多。在本文中,我们将目标定位在机器人操作系统上。首先提取模板图像和测试图像的SIFT关键点。然后,提出匹配方法,寻找与测试图像最接近的模板图像。将最接近的模板图像与测试图像进行匹配。最后,利用仿射变换得到代表物体位置的矩形。我们的系统是一个基于机器人操作系统(ROS)的机械臂。这个机械臂由六个自由度组成。在实验中,我们使用安装在机械臂上的摄像机获得的图像来表示物体结果。该系统有助于在机器人操作系统上对目标进行定位。
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Object detection on robot operation system
Object detection is a hot spot of the research in computer vision since many applications require the determination of the object location. There are many object detection methods based on feature matching methods. In this paper, we locate object on robot operation system. The SIFT keypoints of the template and test images are extracted at first. Then, the matching method is proposed to find the template image which is closest to the test image. The matching method is applied on the closest template image and the test images. Finally, we use affine transformation to get the rectangle represents the location of the object. Our system is a robot arm based on robot operation system(ROS). This robot arm consists of six degrees of freedom. In the experiment, we represent a result of object result using the images obtained form the camera installed on the robot arm. Our system is helpful to locate object on robot operation system.
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