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On the design and implementation of a dual fisheye camera-based surveillance vision system

机译:基于双鱼眼镜头的监控视觉系统的设计与实现

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摘要

Image processing and computer vision have been a focus of researchers for decades in various application domains. This research is continuously rising with the rise of Artificial Intelligence in the fourth industrial revolution. One of the important digital image processing applications is to produce panorama images. The wide range of view a panorama image provides can be used in a variety range of applications which may include surveillance applications and remote robot operations. A panorama image is a combination of several individual natural looking images into a composite one to provide a wide field of view that may reach 360 degrees horizontally without any distortion. Wide-angle lenses provide a wide field of view, but using them alone does not necessarily make a panorama image. In this work the design and implementation of a wide-angle stereo vision system that suites many real-time applications is proposed. The system makes use of two wide-angle fisheye cameras where each camera covers around 170 degrees field of view. The horizontal angle between the cameras is 140 degrees. The cameras acquire the instantaneous overlapping images continuously and transmits them to a base station via a communication link. The base station calibrates, corrects, correlates and stitches the non-overlapping corrected images to a composite one. The resultant final image covers 310 degrees field of view. The system is of low computational complexity compared with previously implemented systems. It is tested on a laptop and on a standalone embedded computing device. The processing speed for the panorama image stitching including the correction of the fisheye barrel distortion on the laptop computer and the embedded computer is 11 fps, and 6 fps, respectively.
机译:数十年来,图像处理和计算机视觉一直是各种应用领域中研究人员的重点。随着第四次工业革命中人工智能的兴起,这项研究也在不断发展。重要的数字图像处理应用程序之一是产生全景图像。全景图像提供的宽范围视图可用于各种应用程序,包括监视应用程序和远程机器人操作。全景图是将几个单独的自然外观图像组合成一个合成图像,以提供宽广的视场,该视场可以水平达到360度而不会发生任何变形。广角镜头可提供广阔的视野,但单独使用它们不一定能产生全景图像。在这项工作中,提出了适合许多实时应用的广角立体视觉系统的设计和实现。该系统使用两个广角鱼眼镜头,每个摄像机覆盖约170度的视野。摄像机之间的水平角度为140度。摄像机连续获取瞬时重叠图像,并通过通信链路将其发送到基站。基站将不重叠的校正图像进行校准,校正,关联和缝合,以合成一个图像。最终的最终图像覆盖了310度的视野。与先前实现的系统相比,该系统的计算复杂度低。它已在笔记本电脑和独立嵌入式计算设备上进行了测试。包括对膝上型计算机和嵌入式计算机上的鱼眼镜筒失真的校正在内的全景图像拼接的处理速度分别为11 fps和6 fps。

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