机载高光谱图像微小变化的检测:城市地区的实验结果

Salvatore Resta, N. Acito, M. Diani, G. Corsini, T. Opsahl, T. Haavardsholm
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引用次数: 13

摘要

在这项工作中,我们研究了检测由机载传感器获取的图像中的微小变化的问题,使用陀螺数据和GPS位置的直接地理参考。我们打算避免耗时的图像配准步骤,利用直接地理参考级联的鲁棒变化检测策略,可以适当地管理机载仪器给出的典型配准错误。我们研究了这种方法在城市场景中的有效性,我们感兴趣的是检测由小物体引起的变化。在高空间分辨率的真实高光谱数据上进行的实验分析表明了该方法的有效性,检测变化的能力和抑制背景的能力都得到了一致的提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detection of small changes in airborne hyperspectral imagery: Experimental results over urban areas
In this work we investigate the problem of detecting small changes in images acquired by airborne sensors, using direct georeferencing from gyro data and GPS position. We intend to avoid the time consuming step of image registration, exploiting direct georeferencing cascaded with a robust change detection strategy that can properly manage the typical registration errors given by onboard instrumentation. We investigate the effectiveness of this approach in the urban scenarios, where we are interested in detecting changes induced by small objects. The experimental analysis conducted on real hyperspectral data with very high spatial resolution highlights the effectiveness of the proposed approach, resulting in a consistent improvement of both the capability of detecting changes and of suppressing the background.
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