Jaime Zabalza

Research Output

Research Output per year

2012 2020

• 22 Article
• 6 Paper
• 3 Conference contribution book
• 2 Poster
• 3 More
  • 2 Special issue
  • 1 Review article

Research Output per year

Research Output per year

Search results

• 2020

  Adaptive distance-based band hierarchy (ADBH) for effective hyperspectral band selection

  Sun, H., Ren, J., Zhao, H., Sun, G., Liao, W., Fang, Z. & Zabalza, J., 24 Mar 2020, In: IEEE Transactions on Cybernetics. 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Data structures
  • Image processing
  • Experiments
  47 Downloads (Pure)

• A novel intelligent computational approach to model epidemiological trends and assess the impact of nonpharmacological interventions for COVID-19

  Ren, J., Yan, Y., Zhao, H., Ma, P., Zabalza, J., Hussain, Z., Luo, S., Dai, Q., Zhao, S., Sheikh, A. & Hussain, A., 31 Dec 2020, In: IEEE Journal of Biomedical and Health Informatics. 24, 12, p. 3551-3563 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Spectrum analysis
  • Time series
  • Public health
  • Gaussian distribution
  5 Downloads (Pure)

• A novel spectral-spatial singular spectrum analysis technique for near real-time in-situ feature extraction in hyperspectral imaging

  Fu, H., Sun, G., Zabalza, J., Zhang, A., Ren, J. & Jia, X., 14 May 2020, In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing . 13, p. 2214-2225 12 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Hyperspectral imaging
  • Spectrum analysis
  • Feature extraction
  • Pixels
  • Image acquisition
  1 Citation (Scopus)

  2 Downloads (Pure)

• Embedded product authentication codes in additive manufactured parts: imaging and image processing for improved scan ability

  Chen, F., Zabalza, J., Murray, P., Marshall, S., Yu, J. & Gupta, N., 7 May 2020, (Accepted/In press) In: Additive Manufacturing. 17 p.

  Research output: Contribution to journal › Article › peer-review

  • titanium aluminum alloy
  • Tomography
  • Authentication
  • Image processing
  • Imaging techniques
• 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 › peer-review

  Open Access

  File

  • Brain computer interface
  • Electroencephalography
  • Feature extraction
  • Signal processing
  59 Citations (Scopus)

  45 Downloads (Pure)

• Low cost structured-light based 3D surface reconstruction

  Yan, Y., Assaad, M., Zabalza, J., Ren, J. & Zhao, H., 23 Apr 2019, In: International Journal on Smart Sensing and Intelligent Systems. 12, 1, 11 p., 2.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Surface reconstruction
  • Lasers
  • Costs
  • Triangulation
  • Quality control
  14 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Industrial robots
  • Robots
  • Collision avoidance
  • Motion planning
  • Human reaction time
  2 Citations (Scopus)

  15 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Deep learning
  • Neural networks
  • Probability distributions
  • Logistics
  • Pixels
  10 Citations (Scopus)

  19 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Superpixels
  • Pixels
  • Image classification
  13 Citations (Scopus)

  17 Downloads (Pure)
• 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 › peer-review

  Open Access

  File

  • Gas oils
  • Data structures
  • Seismographs
  • Hydrocarbons
  5 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Set theory
  • Data reduction
  • Particle swarm optimization (PSO)
  • Experiments
  6 Citations (Scopus)

  36 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Pixels
  • Labels
  • Military applications
  • Image classification
  • Remote sensing
  24 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Industrial robots
  • Robots
  • Cameras
  • Real time systems
  • Motion planning
  2 Citations (Scopus)

  35 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Hyperspectral imaging
  • Remote sensing
  • Deep learning
  • Wavelength
  • Costs
  48 Downloads (Pure)
• 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 › peer-review

  Open Access

  File

  • Spectrum analysis
  • Hyperspectral imaging
  • Feature extraction
  • Wavelet transforms
  • Data acquisition
  68 Citations (Scopus)

  250 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Hyperspectral imaging
  • Spectrum analysis
  • Computational complexity
  • Remote sensing
  • Mobile computing
  6 Citations (Scopus)

  26 Downloads (Pure)

• 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

  • Hyperspectral imaging
  • Spectrum analysis
  • Time series analysis
  • Remote sensing
  • Singular value decomposition
  2 Citations (Scopus)

  9 Downloads (Pure)
• 2016

  Novel segmented stacked autoencoder for effective dimensionality reduction and feature extraction in hyperspectral imaging

  Zabalza, J., Ren, J., Zheng, J., Zhao, H., Qing, C., Yang, Z., Du, P. & Marshall, S., 12 Apr 2016, In: Neurocomputing. 185, p. 1-10 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Hyperspectral imaging
  • Data reduction
  • Remote sensing
  • Deep learning
  • Feature extraction
  163 Citations (Scopus)

  238 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Image sensors
  • Spectrum analysis
  • Fourier transforms
  • Sensors
  • Spectral resolution
  245 Downloads (Pure)
• 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 › peer-review

  Open Access

  File

  • Hyperspectral imaging
  • Spectrum analysis
  • Singular value decomposition
  • Feature extraction
  • Pixels
  19 Citations (Scopus)

  261 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Hyperspectral imaging
  • Beef
  • Tea
  • Signal processing
  18 Citations (Scopus)

  93 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Hyperspectral imaging
  • Spectrum analysis
  • Feature extraction
  • Decomposition
  • Classifiers
  83 Citations (Scopus)

  329 Downloads (Pure)

• '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 › peer-review

  Open Access

  File

  • Hyperspectral imaging
  • Image acquisition
  • Covariance matrix
  • Principal component analysis
  • Data acquisition
  1 Citation (Scopus)

  36 Downloads (Pure)

• 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

  • Hyperspectral imaging
  • Support vector machines
  • Beef
  • Near infrared spectroscopy
  • Flavors
  189 Downloads (Pure)

• 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, 1

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Beef
  • Spectroscopy
  • Meats
  • Support vector machines
  • Industry
  36 Citations (Scopus)

  45 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Beef
  • Hyperspectral imaging
  • Spectrum analysis
  • Imaging systems
  • Time series analysis
  32 Citations (Scopus)

  93 Downloads (Pure)

• Visible hyperspectral imaging for lamb quality prediction

  Qiao, T., Ren, J., Yang, Z., Qing, C., Zabalza, J. & Marshall, S., 28 Dec 2015, In: Technisches Messen. 82, 12, p. 643-652 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Hyperspectral imaging
  • Imaging systems
  • Support vector machines
  • Beef
  • Near infrared spectroscopy
  3 Citations (Scopus)

  5 Downloads (Pure)
• 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 › peer-review

  Open Access

  File

  • Beef
  • Hyperspectral imaging
  • Near infrared spectroscopy
  • Flavors
  • Mechanical properties
  263 Downloads (Pure)

• 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 › peer-review

  File

  • Hyperspectral imaging
  • Data reduction
  • Remote sensing
  • Feature extraction
  • Data storage equipment
  85 Citations (Scopus)

  255 Downloads (Pure)

• 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 › peer-review

  File

  • Hyperspectral imaging
  • Data reduction
  • Synthetic aperture radar
  • Remote sensing
  • Principal component analysis
  118 Citations (Scopus)

  380 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Embedded systems
  • Feature extraction
  • Costs
  65 Citations (Scopus)

  159 Downloads (Pure)

• 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 › peer-review

  File

  • Hyperspectral imaging
  • Spectrum analysis
  • Feature extraction
  • Time series analysis
  • Support vector machines
  62 Citations (Scopus)

  708 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Beef
  • Hyperspectral imaging
  • Spectrum analysis
  • Spectroscopy
  • Imaging techniques
  66 Downloads (Pure)

• 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 › peer-review

  Open Access

  File

  • Hyperspectral imaging
  • Covariance matrix
  • Principal component analysis
  • Feature extraction
  • Data reduction
  40 Citations (Scopus)

  181 Downloads (Pure)
• 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 › peer-review

  Open Access

  File

  • Beef
  • Hyperspectral imaging
  • Meats
  • Infrared radiation
  • Spectroscopy
  43 Downloads (Pure)
• 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
  • Light emitting diodes
  • User interfaces
  • Data storage equipment
  10 Citations (Scopus)