一种巨幅遥感影像中机场ROI检测算法
An Approach to Airport ROI Detection in Large Remote Sensing Images
-
摘要: 目标检测一直是遥感领域的一个难题,巨幅影像处理进一步加大了目标检测的难度。为此,提出了一种基于特征空间分析的机场ROI快速检测方法,将影像分块读取,并行处理提取特征,采用Mean-shift方法对所提取特征分析聚类,最终定位出机场ROI。实验结果表明,该ROI检测方法具有很好的稳健性、自动性和并行性,并能够有效地降低巨幅影像处理的难度。Abstract: Object detection has been a difficult problem in remote sensing community for a long time. To process very large image make object detection even more difficult. A method for detecting airport ROI(Region Of Interest) is proposed, which is based on feature space analysis that can fast locate airport. The image can be read into blocks for extracting features respectively and simultaneously. The extracted features are analyzed by mean-shift method, and eventually the airport regions can be located. The proposed ROI detecting method has strong robustness, autonomy and parallelism. It can drastically decrease the difficulty of processing very large images.
-
Huertas A, Cole W, Nevatia R. Detecting runways in complex airport scenes[J].Computer Vision, Graphics, and Image Process-ing.1990, 51(2):107-145[2]Price K, Russ T, MacGregor M. Knowledge representation for computer vision: The Veil Project. ARPA Image Understanding Workshop, 1994.[3]叶斌,彭嘉雄. 基于结构特征的军用机场识别与理解. 华中科技大学学报,2001.3[4]邓湘金,彭海良. 一种基于遥感图像的机场检测方法,测试技术学报,2002.2.[5]Halem N. Contextual Image Understanding of Airport Photographs. SPIE, 1981: 1521-1532.[6]Michel A. Airport detection using a simple model, multi-source images and altimetric information, SPIE, 1998, (2315): 604- 615.[7]Fukunaga K, Hostetler LD. The estimation of the gradient of a density function, with applications in pattern recognition[J].IEEE Trans.on Information Theory.1975, 21:32-40[8]Comaniciu D, Meer P. Mean shift: A robust approach toward feature space analysis[J].IEEE Trans. Pattern Anal. Machine Intell.2002, 24:603-619[9]Duda RO, Hart PE. Pattern Classification and Scene Analysis.[10]Wiley, 1973, Section 4.3.[11]Scott DW. Multivariate Density Estimation. Wiley, 1992: 139.[12]BurnsJ. Hanson A, Riseman E. Extracting straight lines. IEEE Trans.on.Pattern Anal. And Machine Intell. 1986, 8(4):425-455.
计量
- 文章访问数: 2355
- HTML全文浏览量: 100
- PDF下载量: 891
- 被引次数: 0