Advances in hyperspectral image processing techniques. (2022)
- Record Type:
- Book
- Title:
- Advances in hyperspectral image processing techniques. (2022)
- Main Title:
- Advances in hyperspectral image processing techniques
- Further Information:
- Note: Edited by Chein-I Chang.
- Editors:
- Chang, Chein-I
- Contents:
- EDITOR BIOGRAPHY vii LIST OF CONTRIBUTORS viii PREFACE x PART I GENERAL THEORY 1 1 Introduction: Two Fundamental Principles Behind Hyperspectral Imaging 3 Chein-I Chang 2 Overview of Hyperspectral Imaging Remote Sensing from Satellites 41 Shen-En Qian 3 Efficient Hardware Implementation for Hyperspectral Anomaly and Target Detection 67 Jie Lei, Weiying Xie, Jiaojiao Li, Keyan Wang, Kai Liu, and Yunsong Li PART II BAND SELECTION FOR HYPERSPECTRAL IMAGING 107 4 Constrained Band Selection for Hyperspectral Imaging 109 Chein-I Chang 5 Band Subset Selection for Hyperspectral Imaging 147 Chein-I Chang 6 Progressive Band Selection Processing for Hyperspectral Image Classification 179 Chunyan Yu, Meiping Song, and Chein-I Chang PART III COMPRESSIVE SENSING FOR HYPERSPECTRAL IMAGING 205 7 Restricted Entropy and Spectrum Properties for Hyperspectral Imaging 207 Chein-I Chang and Bernard Lampe 8 Endmember Finding in Compressively Sensed Band Domain 228 Chein-I Chang and Adam Bekit 9 Hyperspectral Image Classification in Compressively Sensed Band Domain 252 Charles J. Della-Porta and Chein-I Chang PART IV FUSION FOR HYPERSPECTRAL IMAGING 279 10 Hyperspectral and LiDAR Data Fusion 281 Qian Du, Wei Li, and Chiru Ge 11 Hyperspectral Data Fusion Using Multidimensional Information 293 Lifu Zhang, Xia Zhang, Mingyuan Peng, Xuejian Sun, and Xiaoyang Zhao 12 Fusion of Band Selection Methods for Hyperspectral Imaging 341 Yulei Wang, Lin Wang, and Chein-I Chang PART V HYPERSPECTRAL DATA UNMIXINGEDITOR BIOGRAPHY vii LIST OF CONTRIBUTORS viii PREFACE x PART I GENERAL THEORY 1 1 Introduction: Two Fundamental Principles Behind Hyperspectral Imaging 3 Chein-I Chang 2 Overview of Hyperspectral Imaging Remote Sensing from Satellites 41 Shen-En Qian 3 Efficient Hardware Implementation for Hyperspectral Anomaly and Target Detection 67 Jie Lei, Weiying Xie, Jiaojiao Li, Keyan Wang, Kai Liu, and Yunsong Li PART II BAND SELECTION FOR HYPERSPECTRAL IMAGING 107 4 Constrained Band Selection for Hyperspectral Imaging 109 Chein-I Chang 5 Band Subset Selection for Hyperspectral Imaging 147 Chein-I Chang 6 Progressive Band Selection Processing for Hyperspectral Image Classification 179 Chunyan Yu, Meiping Song, and Chein-I Chang PART III COMPRESSIVE SENSING FOR HYPERSPECTRAL IMAGING 205 7 Restricted Entropy and Spectrum Properties for Hyperspectral Imaging 207 Chein-I Chang and Bernard Lampe 8 Endmember Finding in Compressively Sensed Band Domain 228 Chein-I Chang and Adam Bekit 9 Hyperspectral Image Classification in Compressively Sensed Band Domain 252 Charles J. Della-Porta and Chein-I Chang PART IV FUSION FOR HYPERSPECTRAL IMAGING 279 10 Hyperspectral and LiDAR Data Fusion 281 Qian Du, Wei Li, and Chiru Ge 11 Hyperspectral Data Fusion Using Multidimensional Information 293 Lifu Zhang, Xia Zhang, Mingyuan Peng, Xuejian Sun, and Xiaoyang Zhao 12 Fusion of Band Selection Methods for Hyperspectral Imaging 341 Yulei Wang, Lin Wang, and Chein-I Chang PART V HYPERSPECTRAL DATA UNMIXING 363 13 Model-Inspired Deep Neural Networks for Hyperspectral Unmixing 365 Yuntao Qian, Fengchao Xiong, Minchao Ye, and Jun Zhou 14 Analytical Fully Constrained Least Squares Linear Spectral Mixture Analysis 404 Chein-I Chang and Hsiao-Chi Li 15 Swarm Intelligence Optimization-Based Spectral Unmixing 422 Lianru Gao, Xu Sun, Zhu Han, Lina Zhuang, Wenfei Luo, and Bing Zhang 16 Spectral-Spatial Robust Nonnegative Matrix Factorization for Hyperspectral Unmixing 453 Risheng Huang, Xiaorun Li, and Liaoying Zhao PART VI HYPERSPECTRAL IMAGE CLASSIFICATION 483 17 Sparse Representation-Based Hyperspectral Image Classification 485 Haoyang Yu, Jun Li, Wei Li, and Bing Zhang 18 Collaborative Classification Based on Hyperspectral Images 506 Junping Zhang, Xiaochen Lu, and Tong Li 19 Class Feature-Weighted Hyperspectral Image Classification 543 Shengwei Zhong, Jiaojiao Li, Xiaodi Shang, Shuhan Chen, and Chein-I Chang 20 Target Detection Approaches to Hyperspectral Image Classification 565 Chein-I Chang, Bai Xue, and Chunyan Yu INDEX 586 … (more)
- Edition:
- 1st
- Publisher Details:
- Hoboken : Wiley-IEEE Press
- Publication Date:
- 2022
- Extent:
- 1 online resource
- Subjects:
- 771
Hyperspectral imaging - Languages:
- English
- ISBNs:
- 9781119687771
- Notes:
- Note: Includes bibliographical references and index.
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- Physical Locations:
- British Library HMNTS - ELD.DS.768759
- Ingest File:
- 19_009.xml