雷达学报Issue(1):92-100,9.DOI:10.3724/SP.J.1300.2014.13129
基于多蚁群协作的遥感图像特征提取方法
Remote Sensing Image Feature Extracting Based Multiple Ant Colonies Cooperation
摘要
Abstract
This paper presents a novel feature extraction method for remote sensing imagery based on the cooperation of multiple ant colonies. First, multiresolution expression of the input remote sensing imagery is created, and two different ant colonies are spread on different resolution images. The ant colony in the low-resolution image uses phase congruency as the inspiration information, whereas that in the high-resolution image uses gradient magnitude. The two ant colonies cooperate to detect features in the image by sharing the same pheromone matrix. Finally, the image features are extracted on the basis of the pheromone matrix threshold. Because a substantial amount of information in the input image is used as inspiration information of the ant colonies, the proposed method shows higher intelligence and acquires more complete and meaningful image features than those of other simple edge detectors.关键词
遥感图像处理/多蚁群协作/边缘/特征提取/相位一致性Key words
Remote sensing image processing/Multiple ant colony cooperation/Edge/Feature extraction/Phase congruency分类
信息技术与安全科学引用本文复制引用
张志龙,杨卫平,李吉成..基于多蚁群协作的遥感图像特征提取方法[J].雷达学报,2014,(1):92-100,9.基金项目
国家专项(0404040604)和国家自然科学基金(61101185,61302145)资助课题 (0404040604)