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基于航空图像和 AIS 的多特征多层次匹配算法在船舶识别中的应用

A Multi-Feature and Multi-Level Matching Algorithm Using Aerial Image and AIS for Vessel Identification.

机构信息

School of Navigation, Wuhan University of Technology, Wuhan 430063, China.

National Engineering Research Center for Water Transport Safety, Wuhan 430063, China.

出版信息

Sensors (Basel). 2019 Mar 15;19(6):1317. doi: 10.3390/s19061317.

Abstract

In order to monitor and manage vessels in channels effectively, identification and tracking are very necessary. This work developed a maritime unmanned aerial vehicle (Mar-UAV) system equipped with a high-resolution camera and an Automatic Identification System (AIS). A multi-feature and multi-level matching algorithm using the spatiotemporal characteristics of aerial images and AIS information was proposed to detect and identify field vessels. Specifically, multi-feature information, including position, scale, heading, speed, etc., are used to match between real-time image and AIS message. Additionally, the matching algorithm is divided into two levels, point matching and trajectory matching, for the accurate identification of surface vessels. Through such a matching algorithm, the Mar-UAV system is able to automatically identify the vessel's vision, which improves the autonomy of the UAV in maritime tasks. The multi-feature and multi-level matching algorithm has been employed for the developed Mar-UAV system, and some field experiments have been implemented in the Yangzi River. The results indicated that the proposed matching algorithm and the Mar-UAV system are very significant for achieving autonomous maritime supervision.

摘要

为了有效监测和管理航道中的船舶,识别和跟踪是非常必要的。本工作开发了一种配备高分辨率摄像机和自动识别系统(AIS)的海上无人机(Mar-UAV)系统。提出了一种利用航空图像和 AIS 信息的时空特征的多特征和多层次匹配算法,以检测和识别现场船舶。具体来说,使用位置、比例、航向、速度等多种特征信息在实时图像和 AIS 消息之间进行匹配。此外,匹配算法分为点匹配和轨迹匹配两个层次,以准确识别水面船舶。通过这种匹配算法,Mar-UAV 系统能够自动识别船舶的视觉,从而提高无人机在海上任务中的自主性。该多特征和多层次匹配算法已应用于开发的 Mar-UAV 系统,并在扬子江进行了一些现场实验。结果表明,所提出的匹配算法和 Mar-UAV 系统对于实现自主海上监管具有重要意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e2b3/6470540/541d7aebf178/sensors-19-01317-g001.jpg

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