Subspace Vertex Pursuit: A Fast and Robust Near-Separable Nonnegative Matrix Factorization Method for Hyperspectral Unmixing

IEEE Journal of Selected Topics in Signal Processing ◽

10.1109/jstsp.2015.2419184 ◽

2015 ◽

Vol 9 (6) ◽

pp. 1142-1155 ◽

Author(s):

Qing Qu ◽

Nasser M. Nasrabadi ◽

Trac D. Tran

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Factorization Method ◽

Hyperspectral Unmixing

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Improved Spatial Information Constrained Nonnegative Matrix Factorization Method for Hyperspectral Unmixing

Laser & Optoelectronics Progress ◽

10.3788/lop56.111006 ◽

2019 ◽

Vol 56 (11) ◽

pp. 111006

Author(s):

李登刚 Denggang Li ◽

王忠美 Zhongmei Wang

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Spatial Information ◽

Nonnegative Matrix ◽

Factorization Method ◽

Hyperspectral Unmixing

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A novel nonnegative matrix factorization method for hyperspectral unmixing

Tenth International Conference on Graphics and Image Processing (ICGIP 2018) ◽

10.1117/12.2524186 ◽

2019 ◽

Author(s):

Nan Xu ◽

Huadong Yang

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Factorization Method ◽

Hyperspectral Unmixing

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A Bilinear–Bilinear Nonnegative Matrix Factorization Method for Hyperspectral Unmixing

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2013.2278993 ◽

2014 ◽

Vol 11 (4) ◽

pp. 778-782 ◽

Author(s):

Olivier Eches ◽

Mireille Guillaume

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Factorization Method ◽

Hyperspectral Unmixing

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Hyperspectral Unmixing with Rare Endmembers via Minimax Nonnegative Matrix Factorization

2020 28th European Signal Processing Conference (EUSIPCO) ◽

10.23919/eusipco47968.2020.9287456 ◽

2021 ◽

Author(s):

Timothy Marrinan ◽

Nicolas Gillis

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Hyperspectral Unmixing

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Nonnegative matrix factorization with entropy regularization for hyperspectral unmixing

International Journal of Remote Sensing ◽

10.1080/01431161.2021.1933245 ◽

2021 ◽

Vol 42 (16) ◽

pp. 6362-6393

Author(s):

Junmin Liu ◽

Shuai Yuan ◽

Xuehu Zhu ◽

Yifan Huang ◽

Qian Zhao

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Hyperspectral Unmixing

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A Modified Huber Nonnegative Matrix Factorization Algorithm for Hyperspectral Unmixing

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ◽

10.1109/jstars.2021.3081984 ◽

2021 ◽

pp. 1-1

Author(s):

Ziyang Guo ◽

Anyou Min ◽

Bing Yang ◽

Junhong Chen ◽

Hong Li

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Hyperspectral Unmixing ◽

Factorization Algorithm

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Nonnegative matrix factorization for hyperspectral unmixing using prior knowledge of spectral signatures

Optical Engineering ◽

10.1117/1.oe.51.8.087001 ◽

2012 ◽

Vol 51 (8) ◽

pp. 087001 ◽

Author(s):

Wei Tang

Keyword(s):

Prior Knowledge ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Spectral Signatures ◽

Hyperspectral Unmixing

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Two-Dimensional Robust Nonnegative Matrix Factorization for Hyperspectral Unmixing

IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium ◽

10.1109/igarss.2019.8900469 ◽

2019 ◽

Author(s):

Risheng Huang ◽

Haiqiang Lu ◽

Xiaorun Li ◽

Liaoying Zhao

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Two Dimensional ◽

Hyperspectral Unmixing

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Spectral–Spatial Robust Nonnegative Matrix Factorization for Hyperspectral Unmixing

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2019.2919166 ◽

2019 ◽

Vol 57 (10) ◽

pp. 8235-8254 ◽

Author(s):

Risheng Huang ◽

Xiaorun Li ◽

Liaoying Zhao

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Hyperspectral Unmixing

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A General Loss-Based Nonnegative Matrix Factorization for Hyperspectral Unmixing

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2020.3017233 ◽

2020 ◽

pp. 1-5

Author(s):

Jiangtao Peng ◽

Weiwei Sun ◽

Fan Jiang ◽

Hong Chen ◽

Yicong Zhou ◽

...

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Hyperspectral Unmixing

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