Singular Spectrum Analysis for effective noise removal and improved data classification in Hyperspectral Imaging. - Jaime Zabalza; Jinchang Ren; Stephen Marshall (WHISPERS, 2014)

Singular Spectrum Analysis for Effective Feature Extraction in Hyperspectral Imaging. - Jaime Zabalza; Jinchang Ren; Zheng Wang 008; Stephen Marshall; Jun Wang 041 (IEEE Geosci. Remote. Sens. Lett., 2014)

Effective Feature Extraction and Data Reduction in Remote Sensing Using Hyperspectral Imaging [Applications Corner]. - Jinchang Ren; Jaime Zabalza; Stephen Marshall; Jiangbin Zheng 001 (IEEE Signal Process. Mag., 2014)

Hyperspectral imaging for food applications. - Stephen Marshall; Timothy Kelman; Tong Qiao; Paul Murray; Jaime Zabalza (EUSIPCO, 2015)

'On the fly' dimensionality reduction for hyperspectral image acquisition. - Jaime Zabalza; Jinchang Ren; Stephen Marshall (EUSIPCO, 2015)

Singular spectrum analysis for improving hyperspectral imaging based beef eating quality evaluation. - Tong Qiao; Jinchang Ren; Cameron Craigie; Jaime Zabalza; Charlotte Maltin; Stephen Marshall (Comput. Electron. Agric., 2015)

Fast Implementation of Singular Spectrum Analysis for Effective Feature Extraction in Hyperspectral Imaging. - Jaime Zabalza; Jinchang Ren; Zheng Wang 008; Huimin Zhao 001; Jun Wang 041; Stephen Marshall (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015)

Novel Two-Dimensional Singular Spectrum Analysis for Effective Feature Extraction and Data Classification in Hyperspectral Imaging. - Jaime Zabalza; Jinchang Ren; Jiangbin Zheng 001; Junwei Han 001; Huimin Zhao 001; Shutao Li; Stephen Marshall (IEEE Trans. Geosci. Remote. Sens., 2015)

Novel segmented stacked autoencoder for effective dimensionality reduction and feature extraction in hyperspectral imaging. - Jaime Zabalza; Jinchang Ren; Jiangbin Zheng 001; Huimin Zhao 001; Chunmei Qing; Zhijing Yang; Peijun Du; Stephen Marshall (Neurocomputing, 2016)

Effective Denoising and Classification of Hyperspectral Images Using Curvelet Transform and Singular Spectrum Analysis. - Tong Qiao; Jinchang Ren; Zheng Wang 008; Jaime Zabalza; Meijun Sun; Huimin Zhao 001; Shutao Li; Jón Atli Benediktsson; Qingyun Dai; Stephen Marshall (IEEE Trans. Geosci. Remote. Sens., 2017)

Spectral and Spatial Kernel Extreme Learning Machine for Hyperspectral Image Classification. - Zhijing Yang; Faxian Cao; Jaime Zabalza; Weizhao Chen; Jiang-Zhong Cao (BICS, 2018)

Making Industrial Robots Smarter with Adaptive Reasoning and Autonomous Thinking for Real-Time Tasks in Dynamic Environments: A Case Study. - Jaime Zabalza; Zixiang Fei; Cuebong Wong; Yijun Yan; Carmelo Mineo; Erfu Yang; Tony Rodden; Jorn Mehnen; Quang-Cuong Pham; Jinchang Ren (BICS, 2018)

Segmented Autoencoders for Unsupervised Embedded Hyperspectral Band Selection. - Julius Tschannerl; Jinchang Ren; Jaime Zabalza; Stephen Marshall (EUVIP, 2018)

Fast implementation of two-dimensional singular spectrum analysis for effective data classification in hyperspectral imaging. - Jaime Zabalza; Chunmei Qing; Peter W. T. Yuen; Genyun Sun; Huimin Zhao 001; Jinchang Ren (J. Frankl. Inst., 2018)

Spatial-spectral classification of hyperspectral images: a deep learning framework with Markov Random fields based modelling. - Chunmei Qing; Jiawei Ruan; Xiangmin Xu; Jinchang Ren; Jaime Zabalza (IET Image Process., 2019)

Hyperspectral band selection using crossover-based gravitational search algorithm. - Aizhu Zhang; Ping Ma 002; Si Han Liu; Genyun Sun; Hui Huang 016; Jaime Zabalza; Zhenjie Wang; Chengyan Lin (IET Image Process., 2019)

Superpixel based Feature Specific Sparse Representation for Spectral-Spatial Classification of Hyperspectral Images. - He Sun 009; Jinchang Ren; Huimin Zhao 001; Yijun Yan; Jaime Zabalza; Stephen Marshall (Remote. Sens., 2019)

EEG-Based Brain-Computer Interfaces Using Motor-Imagery: Techniques and Challenges. - Natasha Padfield; Jaime Zabalza; Huimin Zhao 001; Valentin Masero Vargas; Jinchang Ren (Sensors, 2019)

Smart Sensing and Adaptive Reasoning for Enabling Industrial Robots with Interactive Human-Robot Capabilities in Dynamic Environments - A Case Study. - Jaime Zabalza; Zixiang Fei; Cuebong Wong; Yijun Yan; Carmelo Mineo; Erfu Yang; Tony Rodden; Jorn Mehnen; Quang-Cuong Pham; Jinchang Ren (Sensors, 2019)

2D-SSA Based Multiscale Feature Fusion for Feature Extraction and Data Classification in Hyperspectral Imagery. - Hang Fu; Genyun Sun; Jinchang Ren; Jaime Zabalza; Aizhu Zhang; Yanjuan Yao (IGARSS, 2020)

A Novel Spectral-Spatial Singular Spectrum Analysis Technique for Near Real-Time In Situ Feature Extraction in Hyperspectral Imaging. - Hang Fu; Genyun Sun; Jaime Zabalza; Aizhu Zhang; Jinchang Ren; Xiuping Jia (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

A Novel Intelligent Computational Approach to Model Epidemiological Trends and Assess the Impact of Non-Pharmacological Interventions for COVID-19. - Jinchang Ren; Yijun Yan; Huimin Zhao 001; Ping Ma 002; Jaime Zabalza; Zain U. Hussain; Shaoming Luo; Qingyun Dai; Sophia Zhao; Aziz Sheikh; Amir Hussain 001; Huakang Li (IEEE J. Biomed. Health Informatics, 2020)

3D Expansion of SRCNN for Spatial Enhancement of Hyperspectral Remote Sensing Images. - Nour Aburaed; Mohammed Q. Alkhatib; Stephen Marshall; Jaime Zabalza; Hussain Al-Ahmad (ICSPIS, 2021)

Folded LDA: Extending the Linear Discriminant Analysis Algorithm for Feature Extraction and Data Reduction in Hyperspectral Remote Sensing. - Samson Damilola Fabiyi; Paul Murray; Jaime Zabalza; Jinchang Ren (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

A Comparative Study of Loss Functions for Hyperspectral SISR. - Nour Aburaed; Mohammed Q. Alkhatib; Stephen Marshall; Jaime Zabalza; Hussain Al-Ahmad (EUSIPCO, 2022)

SISR of Hyperspectral Remote Sensing Imagery Using 3D Encoder-Decoder RUNet Architecture. - Nour Aburaed; Mohammed Q. Alkhatib; Stephen Marshall; Jaime Zabalza; Hussain Al-Ahmad (IGARSS, 2022)

SpaSSA: Superpixelwise Adaptive SSA for Unsupervised Spatial-Spectral Feature Extraction in Hyperspectral Image. - Genyun Sun; Hang Fu; Jinchang Ren; Aizhu Zhang; Jaime Zabalza; Xiuping Jia; Huimin Zhao 001 (IEEE Trans. Cybern., 2022)

Adaptive Distance-Based Band Hierarchy (ADBH) for Effective Hyperspectral Band Selection. - He Sun 009; Jinchang Ren; Huimin Zhao 001; Genyun Sun; Wenzhi Liao; Zhenyu Fang; Jaime Zabalza (IEEE Trans. Cybern., 2022)

Attention-Infused 3D-SRCNN for Hyperspectral Image Super Resolution. - Nour Aburaed; Mohammed Q. Alkhatib; Stephen Marshall; Jaime Zabalza; Hussain Al-Ahmad (EUSIPCO, 2023)

Bayesian Hybrid Loss for Hyperspectral SISR Using 3D Wide Residual CNN. - Nour Aburaed; Mohammed Q. Alkhatib; Stephen Marshall; Jaime Zabalza; Hussain Al-Ahmad (ICIP, 2023)

Hyperspectral Data Scarcity Problem from a Super Resolution Perspective: Data Augmentation Analysis and Scheme. - Nour Aburaed; Mohammed Q. Alkhatib; Stephen Marshall; Jaime Zabalza; Hussain Al-Ahmad (IGARSS, 2023)

PCA-Domain Fused Singular Spectral Analysis for Fast and Noise-Robust Spectral-Spatial Feature Mining in Hyperspectral Classification. - Yijun Yan; Jinchang Ren; Qiaoyuan Liu; Huimin Zhao 001; Haijiang Sun; Jaime Zabalza (IEEE Geosci. Remote. Sens. Lett., 2023)

A Review of Spatial Enhancement of Hyperspectral Remote Sensing Imaging Techniques. - Nour Aburaed; Mohammed Q. Alkhatib; Stephen Marshall; Jaime Zabalza; Hussain Al-Ahmad (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023)

Multiscale Superpixelwise Prophet Model for Noise-Robust Feature Extraction in Hyperspectral Images. - Ping Ma 002; Jinchang Ren; Genyun Sun; Huimin Zhao 001; Xiuping Jia; Yijun Yan; Jaime Zabalza (IEEE Trans. Geosci. Remote. Sens., 2023)

Tri-CNN: A Three Branch Model for Hyperspectral Image Classification. - Mohammed Q. Alkhatib; Mina Al-Saad; Nour Aburaed; Saeed Al-Mansoori; Jaime Zabalza; Stephen Marshall; Hussain Al-Ahmad (Remote. Sens., 2023)

Novel Means of Salt Concentration Prediction and Mapping on Metallic Surfaces Using Shortwave-Infrared Hyperspectral Imaging. - Aoife Keane; Antonio Di Buono; Neil Cockbain; Robert Bernard; Paul Murray; Jaime Zabalza (WHISPERS, 2024)