Object detection at different resolution in archaeological side-scan sonar images

L. Atallah, C. Shang, R. Bates
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引用次数: 15

Abstract

Side-scan sonar is now considered 'the instrument-of-choice' for underwater archaeological surveys. However, much work is required to understand the factors that may affect the surveyed data, including the effect of sonar resolution on the detection of objects on the seafloor and the potential confusion between the presence of recent objects on the seafloor and that of actual 'archaeological' material. To aid in addressing these issues, this paper presents an approach using scale saliency features for object detection in archaeological side-scan sonar images. Experimental results show that the techniques introduced here are capable of determining scales and saliency features for object regions. More importantly, the work is robust with respect to image intensity, scale and contrast. These factors often change in real sonar surveys due to collecting data at different depths and using different sonar parameters.
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考古侧扫声纳图像中不同分辨率的目标检测
侧扫声纳现在被认为是水下考古调查的“首选仪器”。然而,需要做很多工作来了解可能影响调查数据的因素,包括声呐分辨率对海底物体探测的影响,以及海底最近物体的存在与实际“考古”材料之间的潜在混淆。为了帮助解决这些问题,本文提出了一种在考古侧扫声纳图像中使用尺度显著性特征进行目标检测的方法。实验结果表明,本文所介绍的技术能够确定目标区域的尺度和显著性特征。更重要的是,作品在图像强度、比例和对比度方面都很稳健。在实际声纳测量中,由于在不同深度采集数据和使用不同声纳参数,这些因素往往会发生变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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