Cloud Detection of Remote Sensing Images Based on H-SVM with Multi-Feature Fusion

Bo ZHANG; Yadong HU; Jin HONG

doi:10.3969/j.issn.1673-6141.2021.01.006

[1] Hou Shuwei, Sun Wenfang, Zheng Xiaosong. Overview of cloud detection methods in remote sensing images [J]. Space Electronic Technology, 2014, 11(3): 68-76, 86.

[2] Wang Quan, Sun Lin, Wei Jing, et al. Improvement of universal dynamic threshold cloud detection algorithm and its application in high resolution satellite [J]. Acta Optica Sinica, 2018, 38(10): 376-385.

[3] Jia Liangliang, Wang Xiaoqin, Wang Feng. Cloud detection based on band operation texture feature for GF-1 multispectral data [J]. Remote Sensing Information, 2018, 33(5): 62-68.

[4] Gao Jun, Wang Kai, Tian Xiaoyu, et al. A BP-NN based cloud detection method for FY-4 remote sensing images [J]. Journal of Infrared and Millimeter Wave, 2018, 37(4): 477-485.

[5] Li P F, Dong L M, Xiao H C, et al. A cloud image detection method based on SVM vector machine [J]. Neurocomputing, 2015, 169: 34-42.

[6] Kang Yifei. Methods and Applications of Cloud Detection for Optical Remote Sensing Satellite Imagery [D]. Wuhan: Wuhan University, 2018.

[7] Xu Jiayao．Haze Removal Research for GF-1 Satellite Image [D]. Beijing: China University of Geosciences (Beijing), 2015.

[8] Achanta R, Shaji A, Smith K, et al. SLIC superpixels compared to state of the art superpixel methods [J]. IEEE Transactions on Pattern Anal Machine Intelligence, 2012, 34(11): 2274-2281.

[9] Kim K S, Zhang D, Kang M C, et al. Improved simple linear iterative clustering super pixels [C]. Consumer Electronics (ISCE), 2013 IEEE 17th International Symposium on. IEEE, 2013.

[10] Zheng Hong, Li Zhao, Li Jun. Study on fast implementation and optimal method of gray level co-occurrence matrix [J]. Chinese Journal of Scientific Instrument, 2012, 33(11): 2509-2515.

[11] Nanni L, Lumini A, Brahnam S. Survey on LBP based texture descriptors for image classification [J]. Expert Systems with Applications, 2012, 39(3): 3634-3641.

[12] Dan Z P, Sang N, He Y G, et al. An improved LBP transfer learning for remote sensing object recognition [J]. Optik-International Journal for Light and Electron Optics, 2014, 125(1): 482-485.

[13] Wang Shiyao. Research on Thin Cloud Removal for Single Aerial Images [D]. Wuhan: Wuhan University, 2017.

[14] Chen Fen, Yan Dongmei, Zhao Zhongming. Haze detection and removal in remote sensing images based on undecimated wavelet transform [J]. Geomatics and Information Science of Wuhan University, 2007, 32(1): 71-74.

[15] Zhang R, Sun D L, Li S M, et al. A stepwise cloud shadow detection approach combining geometry determination and SVM classification for MODIS data [J]. International Journal for Remote Sensing, 2013, 34(1): 211-226.

[16] Du Zhaohui, Si Yujuan. Emotion recognition of pulse signal based on hierarchical support vector machine [J]. Journal of Jilin University (Information Science Ed), 2017, 35(1): 37-42.

[17] Dong Zhipeng, Wang Mi, Li Deren, et al. A cloud detection method for high resolution remote sensing imagery based on the spectrum and texture of objects [J]. Acta Geodaetica et Cartographica Sinica, 2018, 47(7): 996-1006.