利用单目相机图像构建导航系统,利用SURF方法进行路径映射

Berlian Rahmy Lidiawaty, Nana Ramadijanti, E. S. Ningrum
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引用次数: 2

摘要

一些相机设备如机器人的导航系统可以通过测量设备车轮的旋转和设备的速度来实现。但在一些情况下,如救援和监视设备,有时设备需要处理不平坦的表面,使设备的车轮打滑,影响导航测量。幸运的是,现在几乎所有的设备都配备了至少一个摄像头来监控环境。因此,本研究的目的是利用已捕获的相机视觉图像来构建导航系统。我们将展示一个简单的单目相机可以建立一个多种用途的替代导航系统,同时该系统还可以导航和跟踪相机的路径来绘制路径映射。首先,我们尝试利用光流模型检测相机运动及其方向。为了改进该模型,我们使用了特征变换,即SURF。其次,在从特征变换中得到方向后,得到确定真实方向的公式,并利用该公式绘制出摄像机所走的路径进行跟踪。我们直接在视频流摄像机中测试了我们的应用程序,并将系统坐标与以厘米为单位的真实世界坐标进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Utilization image of monocular camera to build navigation system and path mapping using SURF approach
Navigation system of some camera devices such as robot could be done by measure the rotation of device's wheels and device's velocity. But in several cases, like device for rescue and surveillance, sometimes the device need to deal with an uneven surface that makes device's wheels slipped, impacting in navigation measurement. Fortunately, almost all of devices nowadays equipped with at least one camera to monitor the environment. So, this research purpose to utilization image of the camera vision that's been captured to build a navigation system. We will show that a simple monocular camera could build an alternative navigation system for several uses, while the system also navigates and tracks camera's paths to draw the path mapping. Firstly, we tried to detect the camera motion and its direction by using optical flow model. To improve this model, we use feature transform, which is SURF. Secondly, after we know the direction from feature transform, we got the formula to know the real direction and use it for drawing the path that camera took for tracking. We tested our application directly in our video stream camera and compare the system coordinate with the real world coordinate in centimeters unit.
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