基于无人机航拍的水域影像,研究了该类影像的自动拼接方法。针对水域与陆地共存的影像(水域面积占比例较大,影像灰度值较小),利用SIFT和Harris算子共同提取特征点,再用RANSAC算法对错误匹配进行筛选,从而完成图像拼接。针对影像内容完全是水域的情况,利用无人机携带的POS定向数据辅助图像拼接。最后,以近海面油污监测的实例,阐述了本研究在无人机水资源监测和应急救灾中的实际应用价值。
Abstract
The automatic mosaic method for unmanned aerial vehicle (UAV) water-area images was researched. When there was not only water-area but also one small land in images (the monitoring water area was relatively larger and the image gradation changed small), SIFT and Harris algorithms were used to extract the feature points, and RANSAC algorithm was used to filter the mismatched. When there was only water-area, POS directional data was used to help image mosaic. Oil spill monitoring for offshore surface was taken as an example to illustrate the practical application value of UAV in water resources monitoring and emergency relief.
关键词
UAV水域影像 /
SIFT /
Harris /
RANSAC /
POS /
自动拼接
Key words
UAV water-area images /
SIFT /
Harris /
RANSAC /
POS /
automatic mosaic
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参考文献
[1] 张渊智,聂跃平,蔺启忠,等.表面水质遥感监测研究[J] .遥感技术与应用, 2000, 15(4):214-219. (ZHANG Yuan-zhi, NIE Yue-ping, LIN Qi-zhong, et al. Surface Water Quality Monitoring Using Remote Sensing[J]. Remote Sensing Technology and Application, 2000, 15(4):214-219. (in Chinese))
[2] 张 华,曾光明,李忠武,等. 内陆水环境污染监测的多时相遥感信息模型[J] . 中国环境监测, 2005,21(5):63-68. (ZHANG Hua, ZENG Guang-ming, LI Zhong-wu, et al. Multi-temporal Remote Sensing Information Model for Pollution Monitoring of Inland Water[J]. Environmental Monitoring in China, 2005, 21(5): 63-68. (in Chinese))
[3] 于德浩,王艳红,邓正栋,等. 内陆水体水质遥感监测技术研究进展[J]. 中国给水排水,2008, 24(22):12-16. (YU De-hao, WANG Yan-hong, DENG Zheng-dong, et al. Research Progress in Remote Sensing Technology for Inland Water Quality Monitoring[J]. China Water & Wastewater, 2008, 24(22): 12-16.(in Chinese))
[4] 杨敏华,胡慧萍. 试谈遥感发展与农业信息获取[J].遥感信息,2000, (4):44-46. (YANG Min-hua, HU Hui-ping. On the Development of Remote Sensing and Agricultural Information Acquisition [J]. Remote Sensing Information, 2000, (4): 44-46. (in Chinese))
[5] 张文宗,王云秀,魏立涛,等. 河北省海洋灾害遥感动态监测系统简介[J]. 自然灾害学报,2007,16(3):76-80. (ZHANG Wen-zong, WANG Yun-xiu, WEI Li-tao, et al. Brief Introduction of Remote Sensing Dynamic Monitoring System for Oceanic Disaster in Hebei Province[J]. Journal of Natural Disasters, 2007, 16(3): 76-80. (in Chinese))
[6] 王雅萍.UAV影像自动配准与拼接方法研究[D].昆明:昆明理工大学,2010. (WANG Ya-ping. Automatic Registration and Mosaic Methods for UAV Images[D]. Kunming: Kunming University of Science and Technology, 2010. (in Chinese))
[7] 金 伟,葛宏立,杜华强, 等,无人机遥感发展与应用概况[J]. 遥感信息,2009, (1): 88-92. (JIN Wei, GE Hong-li, DU Hua-qiang, et al. A Review on Unmanned Aerial Vehicle Remote Sensing and Its Application[J]. Remote Sensing Information, 2009, (1): 88-92. (in Chinese))
[8] LOWE D G. Distinctive Image Features from Scale-Invariant Key Points[J]. International Journal of Computer Vision, 2004, 60(2): 91-110.
[9] HARRIS C, STEPHENS M. A Combined Corner and Edge Detector[C]∥Proceedings of the 4th Alvey Vision Conference, Manchester, UK, August 31-September 2, 1988: 147-151.
[10]FISHIER M A, BOLES R C. Random Sample Consensus: A Paradigm for Model Fitting with Applications to Image Analysis and Automated Cartography[J]. Communications of the ACM, 1981, 24(6): 381-395.
[11]何 敬,李永树,鲁 恒.无人机影像拼接误差实验研究[J]. 激光与光电子学进展,2011,48(12):64-68. (HE Jing, LI Yong-shu, LU Heng. Experimental Study on UAV Image Stitching Error[J]. Laser & Optoelectronics Progress, 2011,48(12):64-68. (in Chinese))
[12]张 勤,李家权. GPS测量原理及应用[M].北京:科学出版社,2007: 16-17. (ZHANG Qin, LI Jia-quan. GPS Surveying Principles and Applications[M]. Beijing: Science Press, 2007: 16-17. (in Chinese))
基金
中央高校基本科研业务费专项资金资助项目(2010YD06)