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Remote Sensing Letters Volume 10, 2019 - Issue 5
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Articles

Hyperspectral images classification with convolutional neural network and textural feature using limited training samples

Wudi ZhaoChina Remote Sensing Satellite Group Station, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, China;School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing, ChinaORCID Iconhttp://orcid.org/0000-0002-1109-268XView further author information
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Shanshan LiChina Remote Sensing Satellite Group Station, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, ChinaCorrespondence[email protected]
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An LiChina Remote Sensing Satellite Group Station, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, ChinaView further author information
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Bing ZhangKey Laboratory of Digital Earth Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, ChinaView further author information
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Yu LiChina Remote Sensing Satellite Group Station, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, ChinaView further author information
Pages 449-458 | Received 22 Jul 2018, Accepted 22 Dec 2018, Published online: 01 Feb 2019

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Ting Sun, Xinjun Hu, Jianping Tian, Qiang Gu, Danping Huang, Huibo Luo & Dan Huang. (2023) Combination of Spectral and Spatial Information of Hyperspectral Imaging for the Prediction of the Moisture Content and Visualizing Distribution in Daqu. Journal of the American Society of Brewing Chemists 81:1, pages 181-189.
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Menna M. Elkholy, Marwa Mostafa, Hala M. Ebied & Mohamed F. Tolba. (2020) Hyperspectral unmixing using deep convolutional autoencoder. International Journal of Remote Sensing 41:12, pages 4799-4819.
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Xiaohui Lu, Zhengyan Xia, Fangfang Qu, Zhiming Zhu & Shaowen Li. (2020) Identification of authenticity, quality and origin of saffron using hyperspectral imaging and multivariate spectral analysis. Spectroscopy Letters 53:2, pages 76-85.
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Articles from other publishers (17)

Arun Solomon A & Akila Agnes S. (2023) Land-cover classification with hyperspectral remote sensing image using CNN and spectral band selection. Remote Sensing Applications: Society and Environment 31, pages 100986.
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Xiaozhen Wang, Jiahang Liu, Weijian Chi, Weigang Wang & Yue Ni. (2023) Advances in Hyperspectral Image Classification Methods with Small Samples: A Review. Remote Sensing 15:15, pages 3795.
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Denis Uchaev & Dmitry Uchaev. (2023) Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive Filtering. Sensors 23:5, pages 2499.
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Meftah Salem M. Alfatni, Siti Khairunniza-Bejo, Mohammad Hamiruce B. Marhaban, Osama M. Ben Saaed, Aouache Mustapha & Abdul Rashid Mohamed Shariff. (2022) Towards a Real-Time Oil Palm Fruit Maturity System Using Supervised Classifiers Based on Feature Analysis. Agriculture 12:9, pages 1461.
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Behnam, Asghari Beirami & Mehdi Mokhtarzade. (2022) Improving the performance of RPNet with LDA for extracting the deep features for the classification of hyperspectral images. Journal of Geospatial Information Technology 10:1, pages 1-15.
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Yuexue Xu, Hongchun Zhu, Changyu Hu, Haiying Liu & Yu Cheng. (2021) Deep learning of DEM image texture for landform classification in the Shandong area, China. Frontiers of Earth Science 16:2, pages 352-367.
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Huanhuan Lv, Zhuolu Wang & Hui Zhang. (2022) Edge protection filtering and convolutional neural network for hyperspectral remote sensing image classification. Infrared Physics & Technology 122, pages 104039.
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Ali Hussain Khan, Shib Sankar Sarkar, Kalyani Mali & Ram Sarkar. (2021) A Genetic Algorithm Based Feature Selection Approach for Microstructural Image Classification. Experimental Techniques 46:2, pages 335-347.
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Minh-Quang Tran, Meng-Kun Liu, Quoc-Viet Tran & Toan-Khoa Nguyen. (2022) Effective Fault Diagnosis Based on Wavelet and Convolutional Attention Neural Network for Induction Motors. IEEE Transactions on Instrumentation and Measurement 71, pages 1-13.
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Gizem Ortac & Giyasettin Ozcan. (2021) Comparative study of hyperspectral image classification by multidimensional Convolutional Neural Network approaches to improve accuracy. Expert Systems with Applications 182, pages 115280.
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Sen Jia, Shuguo Jiang, Zhijie Lin, Nanying Li, Meng Xu & Shiqi Yu. (2021) A survey: Deep learning for hyperspectral image classification with few labeled samples. Neurocomputing 448, pages 179-204.
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Shib Sankar Sarkar, Khalid Hassan Sheikh, Arpan Mahanty, Kalyani Mali, Aniruddha Ghosh & Ram Sarkar. (2021) A Harmony Search-Based Wrapper-Filter Feature Selection Approach for Microstructural Image Classification. Integrating Materials and Manufacturing Innovation 10:1, pages 1-19.
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Meftah Salem M Alfatni, Abdul Rashid Mohamed Shariff, Osama M. Ben Saaed, Atia Mahmod Albhbah & Aouache Mustapha. (2020) Colour Feature Extraction Techniques for Real Time System of Oil Palm Fresh Fruit Bunch Maturity Grading. IOP Conference Series: Earth and Environmental Science 540:1, pages 012092.
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Onuwa Okwuashi & Christopher E. Ndehedehe. (2020) Deep support vector machine for hyperspectral image classification. Pattern Recognition 103, pages 107298.
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Pangambam Sendash Singh, Vijendra Pratap Singh, Manish Kumar Pandey & Subbiah Karthikeyan. (2020) One-class Classifier Ensemble based Enhanced Semisupervised Classification of Hyperspectral Remote Sensing Images. One-class Classifier Ensemble based Enhanced Semisupervised Classification of Hyperspectral Remote Sensing Images.
Minh-Quang Tran, Meng-Kun Liu & Quoc-Viet Tran. (2020) Milling chatter detection using scalogram and deep convolutional neural network. The International Journal of Advanced Manufacturing Technology 107:3-4, pages 1505-1516.
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Bingqing Niu, Jinhui Lan, Yang Shao & Hui Zhang. (2020) A Dual-Branch Extraction and Classification Method Under Limited Samples of Hyperspectral Images Based on Deep Learning. Remote Sensing 12:3, pages 536.
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