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-  2016 

利用影像分割和匹配特征进行无人机影像变化检测
Change Detection Based on Segmentation and Matched Features Points for UAV Images

DOI: 10.13203/j.whugis20140873

Keywords: 无人机,投影差,分割,双向互相关,影像匹配,
UAV
,projective errors,image segmentation,mutual cross correlation,image matching

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Abstract:

针对无人机拍摄的影像偏角大、投影差明显的问题,提出一种基于影像分割与匹配特征的无人机影像变化检测方法。该方法基于匹配的特征点和分割的单元,以配准误差为缓冲半径进行相关运算,并提出了双向互相关方法来抑制影像分割不一致对变化检测结果的影响。实验结果表明,该方法提高了无人机影像变化检测的精度,对无人机影像由于大倾角所带来的配准误差问题有较好的容忍度,并削弱了无人机影像的投影差对于变化检测的影响

References

[1]  Li Deren,Li Ming. Research Advance and Application Prospect of Unmanned Aerial Vehicle Remote Sensing System[J]. Geomatics and Information Science of Wuhan University, 2014,39(5):505-513(李德仁,李明. 无人机遥感系统的研究进展与应用前景[J]. 武汉大学学报·信息科学版, 2014, 39(5):505-513)
[2]  Su Juan,Wang Guijin,Lin Xinggang. A Change Detection Algorithm for Man-made Objects Based on Multi-temporal Remote Sensing Images[J]. Acta Automatica Sinica, 2008,34(9):1040-1046(苏娟, 王贵锦, 林行刚. 基于多时相遥感图像的人造目标变化检测算法[J]. 自动化学报, 2008,34(9):1040-1046)
[3]  Fischler M A. Random Sample Consensus:A Paradigm for Model Fitting with Applications to Image Analysis and Automate Cartography[J]. Communications of the ACM,1981, 24(6):381-395
[4]  Ma Guorui,Sui Haigang,Li Pingxiang,et al. A Kernel-Based Similarity Measures for Change Detection in RS Images[J]. Geomatics and Information Science of Wuhan University, 2009, 34(1):19-23(马国锐,眭海刚,李平湘,等. 基于核函数度量相似性的遥感影像变化检测[J]. 武汉大学学报·信息科学版, 2009,34(1):19-23)
[5]  Celik T. Change Detection in Satellite Images Using a Genetic Algorithm Approach[J].Geoscience and Remote Sensing Letters, 2010, 7(2):386-390
[6]  Zhang Xiaodong, Li Deren,Gong Jianya. A Change Detection Method of Integrating Remote Sensing and GIS[J]. Geomatics and Information Science of Wuhan University, 2006, 31(3):266-269(张晓东,李德仁,龚健雅. 遥感影像与GIS分析相结合的变化检测方法[J]. 武汉大学学报·信息科学版, 2006, 31(3):266-269)
[7]  Herbert B, Andreas E, Tinne T. SURF:Speeded Up Robust Features[J]. Computer Vision and Image Understanding, 2008,110(3):346-359
[8]  Celik T. Unsupervised Change Detection in Satellite Images Using Principal Component Analysis andK-Means Clustering[J]. Geoscience and Remote Sensing Letters, 2009, 6(4):772-776
[9]  Celik T. Multiscale Change Detection in Multitemporal Satellite Images[J]. IEEE Geosci Remote Sens Lett, 2009,6(5):820-826
[10]  Xu Lihua, Jiang Wanshou. Change Detection of Satellite Imagery Considering Projection Difference[J]. Geomatics and Information Science of Wuhan University, 2006, 31(8):687-690(徐丽华,江万寿. 顾及配准误差的遥感影像变化检测[J]. 武汉大学学报·信息科学版, 2006, 31(8):687-690)
[11]  Comaniciu D,Meer P. Mean shift:A Robust Approach Toward Feature Space Analysis[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002, 24(5):603-619
[12]  Radke R J,Andra S,Al-Kofahio. Image Change Detection Algorithms:A Systematic Survey[J]. IEEE Transactions on Image Processing, 2005, 14(3):294-307
[13]  Carreira-Perpinan M A. Gaussian Mean-shift is an EM Algorithm[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2007,29(5):767-776
[14]  Lowe D. Distinctive Image Features from Scale-Invariant Keypoints[J]. International Journal of Computer Vision, 2004, 60(2):91-110

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