GLUP: YET ANOTHER ALGORITHM FOR BLIND UNMIXING OF HYPERSPECTRAL DATA

被引:0
|
作者
Ammanouil, Rita [1 ]
Ferrari, Andre [1 ]
Richard, Cedric [1 ]
Mary, David [1 ]
机构
[1] Univ Nice Sophia Antipolis, CNRS, Observ Cote Azur, Nice, France
关键词
Hyperspectral data; blind unmixing; linear mixing model; ADMM; MODEL;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper addresses the problem of blind fully-constrained linear unmixing of hyperspectral images. The endmembers and their cardinality are assumed unknown, but the endmember spectra are supposed to be present in the scene. Group Lasso regularization is used to extract the endmembers. The estimation problem is convex, and solved with the Alternating Direction Method of Multipliers. Comparisons with state-of-the-art methods on synthetic and real data sets show the efficiency of our approach.
引用
收藏
页数:4
相关论文
共 50 条
  • [11] Sparse Dictionary Learning for Blind Hyperspectral Unmixing
    Liu, Yang
    Guo, Yi
    Li, Feng
    Xin, Lei
    Huang, Puming
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2019, 16 (04) : 578 - 582
  • [12] Blind and Fully Constrained Unmixing of Hyperspectral Images
    Ammanouil, Rita
    Ferrari, Andre
    Richard, Cedric
    Mary, David
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (12) : 5510 - 5518
  • [13] Application of Spectral Unmixing Algorithm on Hyperspectral Data for Mangrove Species Classification
    Chakravortty, Somdatta
    Shah, Ekta
    Chowdhury, Arpita Saha
    APPLIED ALGORITHMS, 2014, 8321 : 223 - 236
  • [14] Benchmark for Hyperspectral Unmixing Algorithm Evaluation
    Paura, Vytautas
    Marcinkevicius, Virginijus
    INFORMATICA, 2023, 34 (02) : 285 - 315
  • [15] Improved minimum volume simplex analysis algorithm for unmixing of hyperspectral data
    Moghadam, Hadi Jamshid
    Oskouei, Majid Mohammady
    Nouri, Tohid
    GEOCARTO INTERNATIONAL, 2022, 37 (25) : 8293 - 8314
  • [16] Simulation of a Blind Hyperspectral-Unmixing Algorithm Incorporating Spatial Correlation and Spectral Similarity
    Q. Li
    X. Miao
    Journal of Applied Spectroscopy, 2021, 88 : 689 - 695
  • [17] Simulation of a Blind Hyperspectral-Unmixing Algorithm Incorporating Spatial Correlation and Spectral Similarity
    Li, Q.
    Miao, X.
    JOURNAL OF APPLIED SPECTROSCOPY, 2021, 88 (03) : 689 - 695
  • [18] A parallel unmixing algorithm for hyperspectral images
    Robila, Stefan A.
    Maciak, Lukasz G.
    INTELLIGENT ROBOTS AND COMPUTER VISION XXIV: ALGORITHMS, TECHNIQUES, AND ACTIVE VISION, 2006, 6384
  • [19] On the unmixing of MEx/OMEGA hyperspectral data
    Themelis, Konstantinos E.
    Schmidt, Frederic
    Sykioti, Olga
    Rontogiannis, Athanasios A.
    Koutroumbas, Konstantinos D.
    Daglis, Ioannis A.
    PLANETARY AND SPACE SCIENCE, 2012, 68 (01) : 34 - 41
  • [20] An Overview on Linear Unmixing of Hyperspectral Data
    Wei, Jiaojiao
    Wang, Xiaofei
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020