Effective Denoising and Classification of Hyperspectral Images Using Curvelet Transform and Singular Spectrum Analysis

Tong Qiao; Jinchang Ren; Zheng Wang; Jaime Zabalza; Meijun Sun; Huimin Zhao; Shutao Li; Jon Atli Benediktsson; Qingyun Dai; Stephen Marshall

doi:10.1109/tgrs.2016.2598065

Effective Denoising and Classification of Hyperspectral Images Using Curvelet Transform and Singular Spectrum Analysis

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2016.2598065 ◽

2017 ◽

Vol 55 (1) ◽

pp. 119-133 ◽

Cited By ~ 59

Author(s):

Tong Qiao ◽

Jinchang Ren ◽

Zheng Wang ◽

Jaime Zabalza ◽

Meijun Sun ◽

...

Keyword(s):

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Curvelet Transform ◽

Hyperspectral Images ◽

Singular Spectrum

Download Full-text

Feature extraction & classification of hyperspectral images using singular spectrum analysis & multinomial logistic regression classifiers

2017 International Conference on Multimedia, Signal Processing and Communication Technologies (IMPACT) ◽

10.1109/mspct.2017.8363982 ◽

2017 ◽

Cited By ~ 1

Author(s):

Shrish Bajpai ◽

Harsh Vikram Singh ◽

Naimur Rahman Kidwai

Keyword(s):

Feature Extraction ◽

Logistic Regression ◽

Spectrum Analysis ◽

Multinomial Logistic Regression ◽

Singular Spectrum Analysis ◽

Hyperspectral Images ◽

Singular Spectrum

Download Full-text

Multiscale 2-D Singular Spectrum Analysis and Principal Component Analysis for Spatial–Spectral Noise-Robust Feature Extraction and Classification of Hyperspectral Images

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

10.1109/jstars.2020.3040699 ◽

2021 ◽

Vol 14 ◽

pp. 1233-1245

Author(s):

Ping Ma ◽

Jinchang Ren ◽

Huimin Zhao ◽

Genyun Sun ◽

Paul Murray ◽

...

Keyword(s):

Principal Component Analysis ◽

Feature Extraction ◽

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Principal Component ◽

Hyperspectral Images ◽

Singular Spectrum ◽

Robust Feature Extraction ◽

Noise Robust

Download Full-text

Classification of awake, REM, and NREM from EEG via singular spectrum analysis

2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) ◽

10.1109/embc.2015.7319460 ◽

2015 ◽

Cited By ~ 7

Author(s):

Sara Mahvash Mohammadi ◽

Shirin Enshaeifar ◽

Mohammad Ghavami ◽

Saeid Sanei

Keyword(s):

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Singular Spectrum

Download Full-text

Classification of process dynamics with Monte Carlo singular spectrum analysis

Computers & Chemical Engineering ◽

10.1016/j.compchemeng.2005.12.005 ◽

2006 ◽

Vol 30 (5) ◽

pp. 816-831 ◽

Cited By ~ 21

Author(s):

Gorden T. Jemwa ◽

Chris Aldrich

Keyword(s):

Monte Carlo ◽

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Process Dynamics ◽

Singular Spectrum

Download Full-text

Fast Unmixing of Noisy Hyperspectral Images Based on Vertex Component Analysis and Singular Spectrum Analysis Algorithms

Canadian Journal of Remote Sensing ◽

10.1080/07038992.2020.1726735 ◽

2020 ◽

Vol 46 (1) ◽

pp. 34-48 ◽

Cited By ~ 1

Author(s):

Dongmei Song ◽

Ning Sun ◽

Mingming Xu ◽

Bin Wang ◽

Ling Zhang

Keyword(s):

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Component Analysis ◽

Hyperspectral Images ◽

Singular Spectrum ◽

Vertex Component Analysis

Download Full-text

Mixed-pixel classification for hyperspectral images based on multichannel singular spectrum analysis

IGARSS 2001. Scanning the Present and Resolving the Future. Proceedings. IEEE 2001 International Geoscience and Remote Sensing Symposium (Cat. No.01CH37217) ◽

10.1109/igarss.2001.978005 ◽

2002 ◽

Author(s):

Cheng-Tan Tung ◽

Din-Chang Tseng ◽

Yeou-Long Tsai

Keyword(s):

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Hyperspectral Images ◽

Pixel Classification ◽

Mixed Pixel ◽

Singular Spectrum

Download Full-text

Dimensionality reduction based on determinantal point process and singular spectrum analysis for hyperspectral images

IET Image Processing ◽

10.1049/iet-ipr.2018.5419 ◽

2019 ◽

Vol 13 (2) ◽

pp. 299-306 ◽

Cited By ~ 2

Author(s):

Weizhao Chen ◽

Zhijing Yang ◽

Faxian Cao ◽

Yijun Yan ◽

Meilin Wang ◽

...

Keyword(s):

Dimensionality Reduction ◽

Point Process ◽

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Hyperspectral Images ◽

Determinantal Point Process ◽

Singular Spectrum

Download Full-text

Classification of process dynamics with monte carlo singular spectrum analysis

Computer Aided Chemical Engineering - European Symposium on Computer-Aided Process Engineering-14, 37th European Symposium of the Working Party on Computer-Aided Process Engineering ◽

10.1016/s1570-7946(04)80160-3 ◽

2004 ◽

pp. 565-570

Author(s):

Marlize Barkhuizen ◽

Chris Aldrich

Keyword(s):

Monte Carlo ◽

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Process Dynamics ◽

Singular Spectrum

Download Full-text

Classification of Depression Based on Local Binary Pattern and Singular Spectrum Analysis

Algorithms and Architectures for Parallel Processing - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60248-2_25 ◽

2020 ◽

pp. 367-380

Author(s):

Lijuan Duan ◽

Hongli Liu ◽

Huifeng Duan ◽

Yuanhua Qiao ◽

Changming Wang

Keyword(s):

Spectrum Analysis ◽

Local Binary Pattern ◽

Singular Spectrum Analysis ◽

Singular Spectrum

Download Full-text

Feature extraction and classification of EEG signals in autistic children based on singular spectrum analysis

Chinese Science Bulletin (Chinese Version) ◽

10.1360/n972018-01066 ◽

2019 ◽

Vol 64 (11) ◽

pp. 1159-1167

Author(s):

Jie Zhao ◽

Jiajia Song ◽

He Chen ◽

Xiaoli Li ◽

Jiannan Kang

Keyword(s):

Feature Extraction ◽

Spectrum Analysis ◽

Singular Spectrum Analysis ◽

Autistic Children ◽

Eeg Signals ◽

Singular Spectrum

Download Full-text