SAR image classification using adaptive neighborhood-based convolutional neural network
作者： Anjun Zhang , Xuezhi Yang , Lu Jia , Jiaqiu Ai , Zhangyu Dong
DOI: 10.1080/22797254.2019.1579616
关键词: Synthetic aperture radar 、 Data classification 、 Contextual image classification 、 Artificial intelligence 、 Convolutional neural network 、 Pattern recognition 、 Deep learning 、 Computer science
摘要: The convolutional neural network (CNN)-based pixel-wise synthetic aperture radar (SAR) data classification does not take fully use the spatial neighborhood information due to the fact …
sci-hub.se 参考文章(36)
Jie Geng, Jianchao Fan, Hongyu Wang, Xiaorui Ma, Baoming Li, Fuliang Chen, High-Resolution SAR Image Classification via Deep Convolutional Autoencoders IEEE Geoscience and Remote Sensing Letters. ,vol. 12, pp. 2351- 2355 ,(2015) , 10.1109/LGRS.2015.2478256
Deliang Xiang, Tao Tang, Canbin Hu, Yu Li, Yi Su, A Kernel Clustering Algorithm With Fuzzy Factor: Application to SAR Image Segmentation IEEE Geoscience and Remote Sensing Letters. ,vol. 11, pp. 1290- 1294 ,(2014) , 10.1109/LGRS.2013.2292820
H. McNairn, A. Kross, D. Lapen, R. Caves, J. Shang, Early season monitoring of corn and soybeans with TerraSAR-X and RADARSAT-2 International Journal of Applied Earth Observation and Geoinformation. ,vol. 28, pp. 252- 259 ,(2014) , 10.1016/J.JAG.2013.12.015
L. Ferro-Famil, E. Pottier, Jong-Sen Lee, Unsupervised classification of multifrequency and fully polarimetric SAR images based on the H/A/Alpha-Wishart classifier IEEE Transactions on Geoscience and Remote Sensing. ,vol. 39, pp. 2332- 2342 ,(2001) , 10.1109/36.964969
Shengfeng He, Rynson W. H. Lau, Wenxi Liu, Zhe Huang, Qingxiong Yang, SuperCNN: A Superpixelwise Convolutional Neural Network for Salient Object Detection International Journal of Computer Vision. ,vol. 115, pp. 330- 344 ,(2015) , 10.1007/S11263-015-0822-0
Alim Samat, Paolo Gamba, Peijun Du, Jieqiong Luo, Active extreme learning machines for quad-polarimetric SAR imagery classification International Journal of Applied Earth Observation and Geoinformation. ,vol. 35, pp. 305- 319 ,(2015) , 10.1016/J.JAG.2014.09.019
Pascal Vincent, Hugo Larochelle, Yoshua Bengio, Pierre-Antoine Manzagol, Extracting and composing robust features with denoising autoencoders Proceedings of the 25th international conference on Machine learning - ICML '08. pp. 1096- 1103 ,(2008) , 10.1145/1390156.1390294
Yushi Chen, Xing Zhao, Xiuping Jia, Spectral–Spatial Classification of Hyperspectral Data Based on Deep Belief Network IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. ,vol. 8, pp. 2381- 2392 ,(2015) , 10.1109/JSTARS.2015.2388577
R.J. Dekker, Texture analysis and classification of ERS SAR images for map updating of urban areas in The Netherlands IEEE Transactions on Geoscience and Remote Sensing. ,vol. 41, pp. 1950- 1958 ,(2003) , 10.1109/TGRS.2003.814628
Geoffrey E Hinton, Ruslan R Salakhutdinov, Reducing the Dimensionality of Data with Neural Networks Science. ,vol. 313, pp. 504- 507 ,(2006) , 10.1126/SCIENCE.1127647