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使用无人机和卷积神经网络检测牛只。

Detection of Cattle Using Drones and Convolutional Neural Networks.

机构信息

BISITE Digital Innovation Hub, University of Salamanca, Edificio Multiusos I+D+i, Calle Espejo 2, 37007 Salamanca, Spain.

Department of Electronics, Information and Communication, Faculty of Engineering, Osaka Institute of Technology, Osaka 535-8585, Japan.

出版信息

Sensors (Basel). 2018 Jun 27;18(7):2048. doi: 10.3390/s18072048.

Abstract

Multirotor drones have been one of the most important technological advances of the last decade. Their mechanics are simple compared to other types of drones and their possibilities in flight are greater. For example, they can take-off vertically. Their capabilities have therefore brought progress to many professional activities. Moreover, advances in computing and telecommunications have also broadened the range of activities in which drones may be used. Currently, artificial intelligence and information analysis are the main areas of research in the field of computing. The case study presented in this article employed artificial intelligence techniques in the analysis of information captured by drones. More specifically, the camera installed in the drone took images which were later analyzed using Convolutional Neural Networks (CNNs) to identify the objects captured in the images. In this research, a CNN was trained to detect cattle, however the same training process could be followed to develop a CNN for the detection of any other object. This article describes the design of the platform for real-time analysis of information and its performance in the detection of cattle.

摘要

多旋翼无人机是过去十年中最重要的技术进步之一。与其他类型的无人机相比,它们的机械结构简单,飞行时的可能性更大。例如,它们可以垂直起飞。因此,它们的功能为许多专业活动带来了进步。此外,计算和电信领域的进步也拓宽了无人机可能使用的活动范围。目前,人工智能和信息分析是计算领域的主要研究领域。本文提出的案例研究在无人机采集的信息分析中采用了人工智能技术。更具体地说,无人机上安装的摄像头拍摄了图像,然后使用卷积神经网络(CNN)对这些图像进行分析,以识别图像中捕获的物体。在这项研究中,训练了一个 CNN 来检测牛,但是也可以遵循相同的训练过程来开发用于检测任何其他物体的 CNN。本文描述了实时信息分析平台的设计及其在牛检测中的性能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ab05/6068661/6ce90541a871/sensors-18-02048-g001.jpg

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