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针对图像自适应边缘检测的难点和传统多光谱遥感图像边缘检测方法的局限性,提出了一种结合四元数与直方图的自适应边缘检测方法。该方法在四元数空间,利用矢量旋转完成了多光谱图像的边缘检测,并通过直方图统计的方法获取自适应阈值,实现了边缘图像的检测。利用陆地多光谱遥感图像和水域多光谱遥感图像分别进行实验,验证了方法的有效性。
Abstract:For the difficulties of adaptive image edge detection and the limitations of conventional edge detection method for multi-spectral remote sensing image, an adaptive edge detection method based on quaternion and histogram was proposed. In the quaternion space, the multi-spectral image edge detection was completed using vector rotation, and the adaptive threshold was got through histogram statistics, which achieved the edge image. Experiments using general multi-spectral remote sensing images and waters multi-spectral remote sensing images were conducted, which verified the effectiveness of the method.
[1]KOSCHAN A,ABIDI M.彩色数字图像处理[M].章毓晋,译.北京:淸华大学出版社,2010:137-140.
[2]李晖,肖鹏峰,冯学智,等.基于向量场模型的多光谱遥感图像多尺度边缘检测[J].测绘学报,2012,41(1):100.
[3]唐伟,赵书河.基于GVF和Snake模型的高分辨率遥感图像四元数空间道路提取[J].遥感学报,2011,15(5):1040-1052.
[4]杨丕文.四元数分析与偏微分方程[M].北京:科学出版社,2009:1-6.
[5]CAI C,MITRA S K.A Normalized Color Difference Edge Detector Based on Quaternion Representation[C]∥Proceedings of IEEE International Conference on Image Processing.Vancouver,Canada,2000:816-819.
[6]李葆青.基于四元数描述的彩色图象边缘检测器[J].中国图象图形学报:A辑,2004,8(7):774-777.
[7]盖琦.基于四元数理论的彩色图像信息隐藏技术[D].天津:南开大学,2009:14-18.
[8]王勇,姜挺,江刚武,等.基于单位四元数描述的单像空间后方交会[J].测绘科学技术学报,2007,24(2):133-135.
[9]金良海.彩色图像滤波与基于四元数的彩色图像处理方法[D].武汉:华中科技大学,2008:97-98.
[10]郎方年,周激流,闫斌,等.四元数与彩色图像边缘检测[J].计算机科学,2008,34(11):212-216.
[11]许姜严,王卫星.结合四元数与小波的彩色图像边缘检测算法[J].计算机应用研究,2010(5):1981-1983.
[12]GONZALEZ R C,WOODS R E.数字图像处理[M].3版.阮秋琦,等译.北京:电子工业出版社,2011:85-88.
[13]MARTIN D R,FOWLKES C C,MALIK J.Learning to Detect Natural Image Boundaries Using Local Brightness,Color,and Texture Cues[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2004,26(5):530-549.
基本信息:
DOI:
中图分类号:P237
引用信息:
[1]徐俊峰,郭海涛,张锐等.一种结合四元数与直方图的多光谱图像自适应边缘检测方法[J].测绘科学技术学报,2015,32(01):61-65.
基金信息:
国家自然科学基金项目(41101396;41001262)