Research Output per year
Research Output 2012 2019
2019
EEG-based brain-computer interfaces using motor-imagery: techniques and challenges
Padfield, N., Zabalza, J., Zhao, H., Vargas, V. M. & Ren, J., 22 Mar 2019, In : Sensors. 19, 6, 36 p., 1423.Research output: Contribution to journal › Review article
Open Access
File
Brain-Computer Interfaces
electroencephalography
Brain computer interface
Imagery (Psychotherapy)
Electroencephalography
Low cost structured-light based 3D surface reconstruction
Yan, Y., Assaad, M., Zabalza, J., Ren, J. & Zhao, H., 23 Apr 2019, 12, 1, 11 p., 2.Research output: Contribution to journal › Article
Open Access
File
Surface reconstruction
Costs
Lasers
Triangulation
Quality control
Smart sensing and adaptive reasoning for enabling industrial robots with interactive human-robot capabilities in dynamic environments - a case study
Zabalza, J., Fei, Z., Wong, C., Yan, Y., Mineo, C., Yang, E., Rodden, T., Mehnen, J., Pham, Q. C. & Ren, J., 18 Mar 2019, In : Sensors. 19, 6, 23 p., 1354.Research output: Contribution to journal › Article
Open Access
File
Industrial robots
Robotics
robots
Reaction Time
Planning Techniques
Spatial-spectral classification of hyperspectral images: a deep learning framework with Markov random fields based modeling
Qing, C., Ruan, J., Xu, X., Ren, J. & Zabalza, J., 25 Feb 2019, In : IET Image Processing. 13, 2, p. 235-245 11 p.Research output: Contribution to journal › Special issue
Open Access
File
Neural networks
Probability distributions
Logistics
Classifiers
Pixels
Superpixel based feature specific sparse representation for spectral-spatial classification of hyperspectral images
Sun, H., Ren, J., Zhao, H., Yan, Y., Zabalza, J. & Marshall, S., 5 Mar 2019, In : Remote Sensing. 11, 5, 17 p., 536.Research output: Contribution to journal › Article
Open Access
File
pixel
Pixels
Image classification
image classification
learning
2018
Cognitive seismic data modelling based successive differential evolution algorithm for effective exploration of oil-gas reservoirs
Zhao, J., Ren, J., Zabalza, J., Gao, J., Xu, X. & Xie, G., 14 Aug 2018, (Accepted/In press) In : Journal of Petroleum Science and Engineering.Research output: Contribution to journal › Article
Open Access
File
Gas oils
Data structures
Seismographs
Hydrocarbons
Hyperspectral band selection using crossover based gravitational search algorithm
Zabalza, J., Zhang, A., Ma, P., Liu, S., Sun, G., Huang, H., Wang, Z. & Lin, C., 17 Aug 2018, In : IET Image Processing.Research output: Contribution to journal › Article
Open Access
File
Set theory
Particle swarm optimization (PSO)
Transfer functions
Data reduction
Experiments
Joint kernelized sparse representation classification for hyperspectral imagery
Sun, H., Ren, J., Yan, Y., Zabalza, J. & Marshall, S., 10 Oct 2018. 2 p.Research output: Contribution to conference › Paper
Open Access
File
Pixels
Labels
Military applications
Image classification
Glossaries
1
Citation
(Scopus)
Making industrial robots smarter with adaptive reasoning and autonomous thinking for real-time tasks in dynamic environments: a case study
Zabalza, J., Fei, Z., Wong, C., Yan, Y., Mineo, C., Yang, E., Rodden, T., Mehnen, J., Pham, Q-C. & Ren, J., 7 Jul 2018, p. 1-10. 10 p.Research output: Contribution to conference › Paper
Open Access
File
Industrial robots
Robots
Cameras
Degrees of freedom (mechanics)
Real time systems
Segmented autoencoders for unsupervised embedded hyperspectral band selection
Tschannerl, J., Ren, J., Zabalza, J. & Marshall, S., 26 Nov 2018. 6 p.Research output: Contribution to conference › Paper
Open Access
File
Remote sensing
Wavelength
Hyperspectral imaging
Costs
Deep learning
2017
Effective denoising and classification of hyperspectral images using curvelet transform and singular spectrum analysis
Qiao, T., Ren, J., Wang, Z., Zabalza, J., Sun, M., Zhao, H., Li, S., Benediktsson, J. A., Dai, Q. & Marshall, S., 4 Jan 2017, In : IEEE Transactions on Geoscience and Remote Sensing. 55, 1, p. 119-133 15 p.Research output: Contribution to journal › Article
Open Access
File
Spectrum analysis
Feature extraction
transform
wavelet
Processing
Fast implementation of two-dimensional singular spectrum analysis for effective data classification in hyperspectral imaging
Zabalza, J., Qing, C., Yuen, P., Sun, G., Zhao, H. & Ren, J., 12 May 2017, In : Journal of the Franklin Institute. 19 p.Research output: Contribution to journal › Article
Open Access
File
Singular Spectrum Analysis
Hyperspectral Imaging
Data Classification
Spectrum analysis
Computational complexity
Singular spectrum analysis for effective noise removal and improved data classification in hyperspectral imaging
Zabalza, J., Ren, J. & Marshall, S., 26 Oct 2017, 2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS). Piscataway, NJ: IEEE, 4 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution book
Open Access
File
Spectrum analysis
Time series analysis
Singular value decomposition
Support vector machines
Remote sensing
2016
Singular spectrum analysis: a note on data processing for Fourier transform hyperspectral imagers
Rafert, J. B., Zabalza, J., Marshall, S. & Ren, J., 2 Feb 2016, (Accepted/In press) In : Applied Spectroscopy. 10 p.Research output: Contribution to journal › Article
Open Access
File
Image sensors
Spectrum analysis
spectrum analysis
Fourier transforms
interferometry
2015
Fast implementation of singular spectrum analysis for effective feature extraction in hyperspectral imaging
Zabalza, J., Ren, J., Wang, Z., Zhao, H., Wang, J. & Marshall, S., Jun 2015, In : IEEE Journal of Selected Topics in Earth Observation and Remote Sensing. 8, 6, p. 2845-2853 9 p.Research output: Contribution to journal › Article
Open Access
File
Spectrum analysis
Feature extraction
Singular value decomposition
pixel
Pixels
Hyperspectral imaging for food applications
Marshall, S., Kelman, T., Qiao, T., Murray, P. & Zabalza, J., 1 Sep 2015, p. 2854 - 2858. 5 p.Research output: Contribution to conference › Paper
Open Access
File
Food Quality
food quality
Food Analysis
image analysis
Food
Novel two dimensional singular spectrum analysis for effective feature extraction and data classification in hyperspectral imaging
Zabalza, J., Ren, J., Zheng, J., Han, J., Zhao, H., Li, S. & Marshall, S., 31 Aug 2015, In : IEEE Transactions on Geoscience and Remote Sensing. 53, 8, p. 4418-4433 16 p.Research output: Contribution to journal › Article
Open Access
File
Spectrum analysis
Feature extraction
Decomposition
decomposition
Classifiers
'On the fly' dimensionality reduction for hyperspectral image acquisition
Zabalza, J., Ren, J. & Marshall, S., 1 Sep 2015, p. 749 - 753. 5 p.Research output: Contribution to conference › Paper
Open Access
File
Image acquisition
Covariance matrix
Principal component analysis
Data acquisition
Hyperspectral imaging
Prediction of lamb eating quality using hyperspectral imaging
Qiao, T., Ren, J., Zabalza, J. & Marshall, S., 15 Mar 2015, OCM (Optical Characterization of Materials) 2015: 2nd International Conference on Optical Characterization of Materials. Beyerer, J., Puente León, F. & Längle, T. (eds.). Karlsruhe, Germany, p. 15-25 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution book
Open Access
File
eating
predictions
Support vector machines
Beef
Near infrared spectroscopy
Quantitative prediction of beef quality using visible and NIR spectroscopy with large data samples under industry conditions
Qiao, T., Ren, J., Craigie, C., Zabalza, J., Maltin, C. & Marshall, S., Mar 2015, In : Journal of Applied Spectroscopy. 82, 1Research output: Contribution to journal › Article
Open Access
File
Beef
industries
Spectroscopy
Meats
predictions
Singular spectrum analysis for improving hyperspectral imaging based beef eating quality evaluation
Qiao, T., Ren, J., Craigie, C., Zabalza, J., Maltin, C. & Marshall, S., Jul 2015, In : Computers and Electronics in Agriculture. 115, p. 21-25 5 p.Research output: Contribution to journal › Article
Open Access
File
hyperspectral imagery
Beef
Spectrum analysis
beef
ingestion
2014
Comparison between near infrared spectroscopy and hyperspectral imaging in predicting beef eating quality
Qiao, T., Ren, J., Craigie, C., Zabalza, J., Maltin, C. & Marshall, S., Oct 2014. 2 p.Research output: Contribution to conference › Paper
Open Access
File
Beef
Near infrared spectroscopy
Near-Infrared Spectroscopy
juiciness
near-infrared spectroscopy
Effective feature extraction and data reduction with hyperspectral imaging in remote sensing
Ren, J., Zabalza, J., Marshall, S. & Zheng, J., Jul 2014, In : IEEE Signal Processing Magazine. 31, 4, p. 149-154 6 p.Research output: Contribution to journal › Special issue
File
Hyperspectral Imaging
Data Reduction
Remote Sensing
Feature Extraction
Feature extraction
Novel folded-PCA for improved feature extraction and data reduction with hyperspectral imaging and SAR in remote sensing
Zabalza, J., Ren, J., Yang, M., Zhang, Y., Wang, J., Marshall, S. & Han, J., Jul 2014, In : ISPRS Journal of Photogrammetry and Remote Sensing. 93, p. 112-122 11 p.Research output: Contribution to journal › Article
File
data reduction
synthetic aperture radar
principal components analysis
Synthetic aperture radar
pattern recognition
Robust PCA for micro-doppler classification using SVM on embedded systems
Zabalza, J., Clemente, C., Di Caterina, G., Ren, J., Soraghan, J. J. & Marshall, S., 31 Jul 2014, In : IEEE Transactions on Aerospace and Electronic Systems. 50, 3, p. 2304-2310 8 p.Research output: Contribution to journal › Article
Open Access
File
Embedded systems
Feature extraction
Costs
Singular spectrum analysis for effective feature extraction in hyperspectral imaging
Zabalza, J., Ren, J., Wang, Z., Marshall, S. & Wang, J., Nov 2014, In : IEEE Geoscience and Remote Sensing Letters. 11, 11, p. 1886-1890 5 p.Research output: Contribution to journal › Article
File
Spectrum analysis
Feature extraction
Time series analysis
time series analysis
Support vector machines
Singular spectrum analysis for hyperspectral imaging based beef eating quality evaluation: a new pre-processing method
Qiao, T., Ren, J., Zabalza, J., Craigie, C., Maltin, C. & Marshall, S., Sep 2014, p. 148. 1 p.Research output: Contribution to conference › Poster
Open Access
File
hyperspectral imagery
Beef
processing technology
Spectrum analysis
Spectrum Analysis
Structured covariance principal component analysis for real-time onsite feature extraction and dimensionality reduction in hyperspectral imaging
Zabalza, J., Ren, J., Ren, J., Liu, Z. & Marshall, S., 4 Jul 2014, In : Applied Optics. 53, 20, p. 4440-4449 10 p., 208226.Research output: Contribution to journal › Article
Open Access
File
principal components analysis
Covariance matrix
pattern recognition
Principal component analysis
Feature extraction
2013
Use of hyperspectral imaging technologies for prediction of beef meat quality
Qiao, T., Ren, J., Zabalza, J., Craigie, C. & Maltin, C., 1 Oct 2013.Research output: Contribution to conference › Poster
Open Access
File
Beef
Meats
Meat
meat quality
beef
2012
Embedded SVM on TMS320C6713 for signal prediction in classification and regression applications
Zabalza, J., Ren, J., Clemente, C., Di Caterina, G. & Soraghan, J., Sep 2012, 2012 5th European DSP Education and Research Conference (EDERC). IEEE, p. 90-94 5 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution book
Support vector machines
Computer peripheral equipment
User interfaces
Light emitting diodes
Data storage equipment