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Articles

Unsupervised classification of polarimetric SAR imagery using large-scale spectral clustering with spatial constraints

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Pages 2816-2830 | Received 15 Oct 2014, Accepted 10 Mar 2015, Published online: 01 Jun 2015

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Chen Zheng, Yun Zhang & Leiguang Wang. (2016) Multilayer semantic segmentation of remote-sensing imagery using a hybrid object-based Markov random field model. International Journal of Remote Sensing 37:23, pages 5505-5532.
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Shijie Ren, Feng Zhou & Lorenzo Bruzzone. (2024) Transfer-Aware Graph U-Net with Cross-Level Interactions for PolSAR Image Semantic Segmentation. Remote Sensing 16:8, pages 1428.
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Meilin Li, Huanxin Zou, Zhen Dong, Xianxiang Qin, Shuo Liu & Yuqing Zhang. (2024) Unsupervised Semantic Segmentation of PolSAR Images Based on Multiview Similarity. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17, pages 5317-5331.
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Ze-Chen Li, Heng-Chao Li, Gui Gao, Ze-Xi Hua, Fan Zhang & Wen Hong. (2023) Unsupervised classification of polarimetric SAR images via SV MM with extended variational inference . ISPRS Journal of Photogrammetry and Remote Sensing 196, pages 256-269.
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Jie Deng, Wei Wang, Sinong Quan, Ronghui Zhan & Jun Zhang. (2022) Hierarchical Superpixel Segmentation for PolSAR Images Based on the Boruvka Algorithm. Remote Sensing 14:19, pages 4721.
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Jie Deng, Wei Wang, Ronghui Zhan & Jun Zhang. (2022) Hierarchical Segmentation for Polsar Image Using Minimum Spanning Tree. Hierarchical Segmentation for Polsar Image Using Minimum Spanning Tree.
Han Gao, Changcheng Wang, Deliang Xiang, Jiawei Ye & Guanya Wang. (2022) TSPol-ASLIC: Adaptive Superpixel Generation With Local Iterative Clustering for Time-Series Quad- and Dual-Polarization SAR Data. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-15.
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Fei Ma, Fan Zhang, Qiang Yin, Deliang Xiang & Yongsheng Zhou. (2022) Fast SAR Image Segmentation With Deep Task-Specific Superpixel Sampling and Soft Graph Convolution. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-16.
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Jianda Cheng, Fan Zhang, Deliang Xiang, Qiang Yin & Yongsheng Zhou. (2022) PolSAR Image Classification With Multiscale Superpixel-Based Graph Convolutional Network. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-14.
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Wenbo Jing, Tian Jin & Deliang Xiang. (2022) Content-Sensitive Superpixel Generation for SAR Images With Edge Penalty and Contraction–Expansion Search Strategy. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-15.
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Chaolei Han, Zhiwei Yang, Guisheng Liao, Qingjun Zhang, Shun He & Huajian Xu. (2022) A SAR-GMTI Approach Aided by Online Knowledge With an Airborne Multichannel Quad-Pol Radar System. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 8668-8681.
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Liang Zhang, Shengtao Lu, Canbin Hu, Deliang Xiang, Tao Liu & Yi Su. (2022) Superpixel Generation for SAR Imagery Based on Fast DBSCAN Clustering With Edge Penalty. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 804-819.
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Asma Zahra, Mubeen Ghafoor, Kamran Munir, Ata Ullah & Zain Ul Abideen. (2021) Application of region-based video surveillance in smart cities using deep learning. Multimedia Tools and Applications 83:5, pages 15313-15338.
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Weixian Tan, Borong Sun, Chenyu Xiao, Pingping Huang, Wei Xu & Wen Yang. (2021) A Novel Unsupervised Classification Method for Sandy Land Using Fully Polarimetric SAR Data. Remote Sensing 13:3, pages 355.
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Shijie Ren & Feng Zhou. (2021) Semi-Supervised Classification for PolSAR Data With Multi-Scale Evolving Weighted Graph Convolutional Network. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 2911-2927.
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Lei Wang, Xin Xu, Rong Gui, Rui Yang & Fangling Pu. (2020) Learning Rotation Domain Deep Mutual Information Using Convolutional LSTM for Unsupervised PolSAR Image Classification. Remote Sensing 12:24, pages 4075.
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Shuailin Chen, Xiangli Yang, Tongyuan Zou, Dong Peng, Wen Yang & Heng-Chao Li. (2020) Change Detection of Polarimetric SAR Images Using Minkowski Log-Ratio Distance. Change Detection of Polarimetric SAR Images Using Minkowski Log-Ratio Distance.
Deliang Xiang, Wei Wang, Tao Tang, Dongdong Guan, Sinong Quan, Tao Liu & Yi Su. (2020) Adaptive Statistical Superpixel Merging With Edge Penalty for PolSAR Image Segmentation. IEEE Transactions on Geoscience and Remote Sensing 58:4, pages 2412-2429.
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Xiangdong Chen & Jianghong Deng. (2020) A Robust Polarmetric SAR Terrain Classification Based on Sparse Deep Autoencoder Model Combined With Wavelet Kernel-Based Classifier. IEEE Access 8, pages 64810-64819.
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Chen Wang, Yao Hu, Jinchuan Tian, Zenan Zhou, Yuanyuan Zhou, Xiaqing Yang & Jun Shi. (2019) A Deep Unsupervised Learning Method for SAR Object Classification. A Deep Unsupervised Learning Method for SAR Object Classification.
Deliang Xiang & Tao Tang. (2019) Adaptive Statistical Superpixel Merging Method for PolSAR Image Segmentation. Adaptive Statistical Superpixel Merging Method for PolSAR Image Segmentation.
Xianxiang Qin, Wangsheng Yu, Peng Wang, Tianping Chen & Huanxin Zou. (2019) Unsupervised Classification of PolSAR Images Based on CFAR Detection of Cluster Centers. Unsupervised Classification of PolSAR Images Based on CFAR Detection of Cluster Centers.
Ting Pan, Dong Peng, Xiangli Yang, Pingping Huang & Wen Yang. (2019) Classification for Polsar image based on hölder divergences. The Journal of Engineering 2019:21, pages 7593-7596.
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Deliang Xiang, Tao Tang, Sinong Quan, Dongdong Guan & Yi Su. (2019) Adaptive Superpixel Generation for SAR Images With Linear Feature Clustering and Edge Constraint. IEEE Transactions on Geoscience and Remote Sensing 57:6, pages 3873-3889.
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Wei Wang, Deliang Xiang, Yifang Ban, Jun Zhang & Jianwei Wan. (2019) Superpixel-Based Segmentation of Polarimetric SAR Images through Two-Stage Merging. Remote Sensing 11:4, pages 402.
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Huanxin Zou, Meilin Li, Ningyuan Shao & Xianxiang Qin. (2019) Superpixel-Oriented Unsupervised Classification for Polarimetric SAR Images Based on Consensus Similarity Network Fusion. IEEE Access 7, pages 78347-78366.
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Hao Hu, Bin Liu, Zenghui Zhang, Weiwei Guo & Wenxian Yu. (2018) Superpixel generation for synthetic aperture radar imagery using edge-dominated local clustering. Journal of Applied Remote Sensing 12:04, pages 1.
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Huanxin Zou, Ningyuan Shao, Meilin Li, Cheng Chen & Xianxiang Qin. (2018) Superpixel-Based Unsupervised Classification of Polsar Images with Adaptive Number of Terrain Classes. Superpixel-Based Unsupervised Classification of Polsar Images with Adaptive Number of Terrain Classes.
Xiangli Yang, Wen Yang, Hui Song & Pingping Huang. (2018) Polarimetric SAR Image Classification Using Geodesic Distances and Composite Kernels. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 11:5, pages 1606-1614.
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Tianheng Yan, Xun Sun, Wen Yang & Xinwu Li. (2017) Unsupervised classification of polarimetric SAR images using deep embedding network. Unsupervised classification of polarimetric SAR images using deep embedding network.
Neng Zhong, Wen Yang, Anoop Cherian, Xiangli Yang, Gui-Song Xia & Mingsheng Liao. (2017) Unsupervised Classification of Polarimetric SAR Images via Riemannian Sparse Coding. IEEE Transactions on Geoscience and Remote Sensing 55:9, pages 5381-5390.
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Wei Wang, Deliang Xiang, Yifang Ban, Jun Zhang & Jianwei Wan. (2017) Superpixel Segmentation of Polarimetric SAR Images Based on Integrated Distance Measure and Entropy Rate Method. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 10:9, pages 4045-4058.
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Hao Hu, Bin Liu, Weiwei Guo, Zenghui Zhang & Wenxian Yu. (2017) Superpixel generation for SAR images based on DBSCAN clustering and probabilistic patch-based similarity. Superpixel generation for SAR images based on DBSCAN clustering and probabilistic patch-based similarity.
Deliang Xiang, Yifang Ban, Wei Wang & Yi Su. (2017) Adaptive Superpixel Generation for Polarimetric SAR Images With Local Iterative Clustering and SIRV Model. IEEE Transactions on Geoscience and Remote Sensing 55:6, pages 3115-3131.
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Juan I. Fernandez-Michelli, Martin Hurtado, Javier A. Areta & Carlos H. Muravchik. (2017) Unsupervised Polarimetric SAR Image Classification Using $\mathcal {G}_{p}^{0}$ Mixture Model. IEEE Geoscience and Remote Sensing Letters 14:5, pages 754-758.
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Wen Yang, Xiangli Yang, Tianheng Yan, Hui Song & Gui-Song Xia. (2016) Region-Based Change Detection for Polarimetric SAR Images Using Wishart Mixture Models. IEEE Transactions on Geoscience and Remote Sensing 54:11, pages 6746-6756.
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Hui Song, Wen Yang, Neng Zhong & Xin Xu. (2016) Unsupervised Classification of PolSAR Imagery via Kernel Sparse Subspace Clustering. IEEE Geoscience and Remote Sensing Letters 13:10, pages 1487-1491.
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Qiao Xu, Qihao Chen, Shuai Yang & Xiuguo Liu. (2016) Superpixel-Based Classification Using K Distribution and Spatial Context for Polarimetric SAR Images. Remote Sensing 8:8, pages 619.
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Wen Yang, Neng Zhong, Xiangli Yang & Anoop Cherian. (2016) Riemannian sparse coding for classification of PolSAR images. Riemannian sparse coding for classification of PolSAR images.
Ailong Ma, Yanfei Zhong & Liangpei Zhang. (2016) Spectral-Spatial Clustering with a Local Weight Parameter Determination Method for Remote Sensing Imagery. Remote Sensing 8:2, pages 124.
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