Cloud Detection for Landsat Images by Fusion of Multi-temporal Data

被引:0
作者
Wang, Rui [1 ]
Huang, Wei [1 ]
机构
[1] Shanghai Univ, Sch Commun & Informat Engn, Shanghai, Peoples R China
来源
2018 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING (ICALIP) | 2018年
关键词
cloud detection; multitemporal; thick clouds; thin clouds; Fast Independent Component Analysis; SHADOW DETECTION; AUTOMATED CLOUD; ALGORITHM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Landsat images are the most widely used satellite data; they are susceptible to cloud interference that will affects the subsequent applications. In this paper, an effective cloud detection algorithm is proposed for Landsat images by fusing multi-temporal Landsat data. The algorithm includes two parts: thick clouds detection based on the reflection characteristics of thick clouds in the blue band; and thin clouds detection by Fast Independent Component Analysis (FastICA). Experimental results indicate that the algorithm proposed has good accuracy and effectiveness both for thick and thin cloud detection in large area scene.
引用
收藏
页码:333 / 337
页数:5
相关论文
共 14 条
[1]   Correction of thin cirrus path radiances in the 0.4-1.0 μm spectral region using the sensitive 1.375 μm cirrus detecting channel [J].
Gao, BC ;
Kaufman, YJ ;
Han, W ;
Wiscombe, WJ .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 1998, 103 (D24) :32169-32176
[2]   The fixed-point algorithm and maximum likelihood estimation for independent component analysis [J].
Hyvärinen, A .
NEURAL PROCESSING LETTERS, 1999, 10 (01) :1-5
[3]   Characterization of the Landsat-7 ETM+ automated cloud-cover assessment (ACCA) algorithm [J].
Irish, Richard R. ;
Barker, John L. ;
Goward, Samuel N. ;
Arvidson, Terry .
PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2006, 72 (10) :1179-1188
[4]   Four years of Landsat-7 on-orbit geometric calibration and performance [J].
Lee, DS ;
Storey, JC ;
Choate, MJ ;
Hayes, RW .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2004, 42 (12) :2786-2795
[5]   Radiometric normalization and cloud detection of optical satellite images using invariant pixels [J].
Lin, Chao-Hung ;
Lin, Bo-Yi ;
Lee, Kuan-Yi ;
Chen, Yi-Chen .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2015, 106 :107-117
[6]   The FastICA algorithm revisited: Convergence analysis [J].
Oja, Erkki ;
Yuan, Zhijian .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2006, 17 (06) :1370-1381
[7]   Improving Fmask cloud and cloud shadow detection in mountainous area for Landsats 4-8 images [J].
Qiu, Shi ;
He, Binbin ;
Zhu, Zhe ;
Liao, Zhanmang ;
Quan, Xingwen .
REMOTE SENSING OF ENVIRONMENT, 2017, 199 :107-119
[8]   Landsat-8: Science and product vision for terrestrial global change research [J].
Roy, D. P. ;
Wulder, M. A. ;
Loveland, T. R. ;
Woodcock, C. E. ;
Allen, R. G. ;
Anderson, M. C. ;
Helder, D. ;
Irons, J. R. ;
Johnson, D. M. ;
Kennedy, R. ;
Scambos, Ta. ;
Schaaf, C. B. ;
Schott, J. R. ;
Sheng, Y. ;
Vermote, E. F. ;
Belward, A. S. ;
Bindschadler, R. ;
Cohen, W. B. ;
Gao, F. ;
Hipple, J. D. ;
Hostert, P. ;
Huntington, J. ;
Justice, C. O. ;
Kilic, A. ;
Kovalskyy, V. ;
Lee, Z. P. ;
Lymbumer, L. ;
Masek, J. G. ;
McCorkel, J. ;
Shuai, Y. ;
Trezza, R. ;
Vogelmann, J. ;
Wynne, R. H. ;
Zhu, Z. .
REMOTE SENSING OF ENVIRONMENT, 2014, 145 :154-172
[9]   Monitoring land-use change in the Pearl River Delta using Landsat TM [J].
Seto, KC ;
Woodcock, CE ;
Song, C ;
Huang, X ;
Lu, J ;
Kaufmann, RK .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2002, 23 (10) :1985-2004
[10]   A cloud detection algorithm-generating method for remote sensing data at visible to short-wave infrared wavelengths [J].
Sun, Lin ;
Mi, Xueting ;
Wei, Jing ;
Wang, Jian ;
Tian, Xinpeng ;
Yu, Huiyong ;
Gan, Ping .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2017, 124 :70-88