积雪地形中的障碍物检测

IF 2.4 3区 工程技术 Q3 ENGINEERING, ENVIRONMENTAL Journal of Terramechanics Pub Date : 2023-10-01 DOI:10.1016/j.jterra.2023.05.004
S.N. Vecherin, J.M. Shaker, M.W. Parker
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引用次数: 0

摘要

本文描述了一种积雪覆盖障碍物的自动检测方法。该方法是基于检测相对于不包含障碍物的估计背景图像的统计异常。检测灵敏度可以通过指定的虚警概率来调节,障碍物检测置信度用检测概率来表征。从给定的图像中估计背景图像的统计属性,而不需要背景上的附加信息。积雪上障碍物的可见高度与障碍物离地面的实际高度有关,这样操作员就可以估计积雪覆盖障碍物的实际高度。所开发的方法不需要训练,对杂乱图像进行自校准,对单个给定图像进行操作,并且与接收机工作特性框架中采用的检测量化相一致。
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Obstacle detection in snow covered terrain

This work describes an automatic detection method of obstacles covered by snow. The method is based on the detection of statistical anomalies relative to an estimated background image which contains no obstacles. The sensitivity of the detection can be adjusted by a specified probability of false alarms, and the obstacle detection confidence is characterized by a probability of detection. Statistical properties of the background image are estimated from the given image without additional information on the background. The visible height of obstacles above the snow is related to the actual height of the obstacles above the ground, so that an operator can estimate the actual height of the snow covered obstacle. The developed method requires no training, is self-calibrating to the cluttered images, operates with a single given image, and aligns with a detection quantification adopted in the receiver operating characteristic framework.

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来源期刊
Journal of Terramechanics
Journal of Terramechanics 工程技术-工程:环境
CiteScore
5.90
自引率
8.30%
发文量
33
审稿时长
15.3 weeks
期刊介绍: The Journal of Terramechanics is primarily devoted to scientific articles concerned with research, design, and equipment utilization in the field of terramechanics. The Journal of Terramechanics is the leading international journal serving the multidisciplinary global off-road vehicle and soil working machinery industries, and related user community, governmental agencies and universities. The Journal of Terramechanics provides a forum for those involved in research, development, design, innovation, testing, application and utilization of off-road vehicles and soil working machinery, and their sub-systems and components. The Journal presents a cross-section of technical papers, reviews, comments and discussions, and serves as a medium for recording recent progress in the field.
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