A Poisson nonnegative matrix factorization method with parameter subspace clustering constraint for endmember extraction in hyperspectral imagery

ISPRS Journal of Photogrammetry and Remote Sensing ◽

10.1016/j.isprsjprs.2017.03.004 ◽

2017 ◽

Vol 128 ◽

pp. 27-39 ◽

Author(s):

Weiwei Sun ◽

Jun Ma ◽

Gang Yang ◽

Bo Du ◽

Liangpei Zhang

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Subspace Clustering ◽

Factorization Method ◽

Endmember Extraction

Download Full-text

Band selection using sparse nonnegative matrix factorization with the thresholded Earth’s mover distance for hyperspectral imagery classification

Earth Science Informatics ◽

10.1007/s12145-014-0201-3 ◽

2015 ◽

Vol 8 (4) ◽

pp. 907-918 ◽

Author(s):

Weiwei Sun ◽

Weiyue Li ◽

Jialin Li ◽

Yenming Mark Lai

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Band Selection ◽

Sparse Nonnegative Matrix Factorization

Download Full-text

Improved Algorithm for Nonnegative Matrix Factorization and Endmember Extraction Based on Data Simplification

Laser & Optoelectronics Progress ◽

10.3788/lop56.091001 ◽

2019 ◽

Vol 56 (9) ◽

pp. 091001

Author(s):

徐君 Xu Jun ◽

王旭红 Wang Xuhong ◽

王彩玲 Wang Cailing

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Endmember Extraction ◽

Improved Algorithm

Download Full-text

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

Download Full-text

Affinity Matrix Learning Via Nonnegative Matrix Factorization for Hyperspectral Imagery Clustering

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

10.1109/jstars.2020.3040218 ◽

2021 ◽

Vol 14 ◽

pp. 402-415

Author(s):

Yao Qin ◽

Biao Li ◽

Weiping Ni ◽

Sinong Quan ◽

Peizhong Wang ◽

...

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix ◽

Affinity Matrix

Download Full-text

Endmember Extraction Using Minimum Volume and Information Constraint Nonnegative Matrix Factorization

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2019.2901630 ◽

2019 ◽

Vol 16 (9) ◽

pp. 1427-1431

Author(s):

Yue Shi ◽

Hongqi Wang ◽

Xinyi Guo ◽

Guangluan Xu

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Minimum Volume ◽

Endmember Extraction

Download Full-text

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

Download Full-text

Collaborative Unmixing Hyperspectral Imagery via Nonnegative Matrix Factorization

Lecture Notes in Computer Science - Image and Signal Processing ◽

10.1007/978-3-319-33618-3_13 ◽

2016 ◽

pp. 118-126 ◽

Author(s):

Yaser Esmaeili Salehani ◽

Saeed Gazor

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Hyperspectral Imagery ◽

Nonnegative Matrix

Download Full-text

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

Download Full-text

A novel edge-preserving nonnegative matrix factorization method for spectral unmixing

10.1117/12.2228424 ◽

2015 ◽

Author(s):

Wenxing Bao ◽

Ruishi Ma

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Factorization Method ◽

Spectral Unmixing ◽

Edge Preserving

Download Full-text

Local and Non-Local Feature-Based Kernel Nonnegative Matrix Factorization Method for Face Recognition

2016 12th International Conference on Computational Intelligence and Security (CIS) ◽

10.1109/cis.2016.0033 ◽

2016 ◽

Author(s):

Wensheng Chen ◽

Qian Wang ◽

Binbin Pan ◽

Yugao Li

Keyword(s):

Face Recognition ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Factorization Method ◽

Local Feature ◽

Feature Based ◽

Download Full-text