Abdesselam Bouzerdoum (M’89–SM’03 IEEE) graduated with MSEE and Ph.D. degrees from the University of Washington, Seattle, USA. In 1991, he joined Adelaide University, South Australian, and from 1998 to 2004 he was an Associate Professor with Edith Cowan University, Perth, Western Australia. In September 2004, he was appointed Professor of Computer Engineering and Head of School of Electrical, Computer & Telecommunications Engineering at the University of Wollongong. From 2007 to 2013, he served as Associate Dean (Research), Faculty of Informatics. Since March 2017, he has also been a Professor with Hamad Bin Khalifa University (HBKU), Qatar. Dr. Bouzerdoum held several Visiting Professor Appointments at Institut Galilée, Université Paris-13, LAAS/CNRS, Toulouse, France, Villanova University, USA, and the Hong Kong University of Science and Technology. From 2009 to 2011, he was a member of the ARC College of Experts and Deputy Chair of the EMI panel (2010–2011).
Dr. Bouzerdoum is the recipient of the Eureka Prize for Outstanding Science in Support of Defence or National Security (2011), the Chester Sall Award of IEEE Trans. Consumer Electronics (2005), and a Distinguished Researcher Award (Chercheur de Haut Niveau) from the French Ministry (2001). He served as Associate Editor for 5 International journals, including IEEE TRANS. IMAGE PROCESSEING, IEEE TRANS. SYSTEMS, MAN, AND CYBERNETICS (1999–2006). He has published over 350 technical articles and graduated over 30 Ph.D. and Research Masters students. His research interest include radar imaging and signal processing, image processing, vision, machine learning, and pattern recognition.
CSE, Hamad Bin Khalifa University, Qatar
March 2017 to presentUniv. of Wollongong, Australia
Jan. 2015 to presentUniv. of Wollongong (UOW)
Sep. 2004 – Dec. 2014Faculty of Informatics, UOW, Australia
Jan. 2007 – 2013School of Computer & Telecommunications Engineering, University of Wollongong, Australia
Sep. 2004 – Dec. 2006Edith Cowan University, Australia
Jan. 1998 – Sep. 2004University of Adelaide, Adelaide, Australia
Jan. 1995 – Dec. 1997University of Adelaide, Adelaide, Australia
Jun. 1992 – Dec. 1994University of Adelaide, Adelaide, Australia
July 1991 – May 1992University of Washington, Seattle, USA
1985–1991University of Washington, Seattle, USA
1991University of Washington, Seattle, USA
1986Continuous wave Doppler radar for human gait classification,” in Radar for Indoor Monitoring, M. G. Amin (Ed.), pp. 95–119, CRC Press, Boca Raton, FL,
2018Hardware/software co-design for a gender recognition embedded system,” in Trends in Applied Knowledge-Based Systems and Data Science, H. Fujita et al. (Eds.), LNCS Vol. 9799, pp. 541–552, Springer Intern. Publishing,
2016Compressive Sensing for Multi-Polarization Through Wall Radar Imaging,” in Compressive Sensing for Urban Radar, M. G. Amin (Ed.), pp. 231–250, CRC Press, Boca Raton, FL,
2014Learning pattern classification tasks with imbalanced data sets,” in Pattern Recognition, P. Y. Yin (Ed.), pp. 193–208, IN-TECH Publishing,
2019GPR target detection by joint sparse and low-rank matrix decompositions,” IEEE Trans. Geoscience and Remote Sensing (TGRS).
Stochastic variational hierarchical mixture of sparse Gaussian processes for regression,” Machine Learning, Vol. 107, No. 7, pp. 1947–1986, Dec. 2018
2018Customer reward-based demand response program to improve demand elasticity and minimise financial risk during price spikes,” IET Generation, Transmission and Distribution, Vol. 12, No. 15, pp. 3764–3771, July 2018
2018Characterization of voltage dips and swells in a DG embedded distribution network during and subsequent to islanding process and grid re-connection,” IEEE Transactions on Industry Applications. Vol. 54, No. 5, pp. 4028–4038, September/October 2018
2018A super descriptor tensor decomposition for dynamic scene recognition,” IEEE Transactions on Circuits and Systems for Video Technology, 2018. DOI: 10.1109/TCSVT.2018.2825784
2018Efficient cost aggregation for feature-vector-based wide-baseline stereo matching,” EURASIP Journal on Image and Video Processing, Vol. 24, pp. 1–16, April 2018 (Available online at https://rdcu.be/Ljj4).
2018Multipolarization through-wall radar imaging using low-rank and jointly-sparse representations,” IEEE Trans. Image Processing, Vol. 27, No. 4, pp. 1763–1776, April 2018
2018Short-term electricity demand forecasting using autoregressive based time varying model incorporating representative data adjustment,” Applied Energy, Vol. 205, pp. 790–801, Nov. 1, 2017
2017Evaluating the effectiveness of a machine learning approach based on response time and reliability for islanding detection of distributed generation,” IET Renewable Power Generation, Vol. 11, No. 11, pp. 1392–1400, September 2017
2017A sparse Bayesian learning approach for through-wall radar imaging of stationary targets,” IEEE Trans. Aerospace and Electronic Systems (TAES). Vol. 53, No. 5, pp. 2485–2501,
2017Convolutional Neural Network Acceleration with Hardware/Software Co-Design,” Applied Intelligence, pp. 1–14, Aug. 2, 2017 (Available online at http://rdcu.be/uGXG).
2017Pedestrian lane detection in unstructured scenes for assistive navigation,” Computer Vision and Image Understanding, Vol. 149, pp. 186–196,
2016Visual Descriptors for Scene Categorization: Experimental Evaluation,” Artificial Intelligence Review, vol. 45, No. 3, pp. 333–368,
2016Classification of Micro-Doppler Signatures of Human Motions using Log-Gabor Filters,” IET Radar, Sonar & Navigation, Vol. 9, No. 9, pp. 1188–1195,
2015Characterizing voltage sags and swells using three-phase voltage ellipse parameters,” IEEE Trans. Industry Applications, Vol. 51, No. 4, pp. 2780–2790
2015A new approach for classification and characterization of voltage dips and swells using 3D polarization ellipse parameters,” IEEE Transactions on Power Delivery, Vol. 30, No. 3, pp. 1344–1353, June 2015
2015A subspace projection approach for wall clutter mitigation in through-the-wall radar imaging," IEEE Trans. Geoscience and Remote Sensing (TGRS), Vol. 53, No. 4, pp. 2108–2122,
2015Signal Classification for Ground Penetrating Radar Using Sparse Kernel Feature Selection," IEEE J. Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 7, No. 12, pp. 4670–4680,
2014A multi-feature based approach for islanding detection of DG in subcritical region of vector surge relays," IEEE Transactions on Power Delivery, Vol. 29, No. 5, pp. 2349–2358,
2014Object segmentation and classification using 3-D range camera," J. Visual Communication and Image Representation, Vol. 25, pp. 74–85,
2014An Approach for Assessing the Effectiveness of Multiple Features Based SVM Method for Islanding Detection of Distributed Generation," IEEE Transactions on Industry Applications, Vol. 50, No. 4, pp. 2844–2852,
2014Probabilistic fuzzy image fusion approach for radar through wall sensing," IEEE Trans. Image Processing, Vol. 22, No. 12, pp. 4938–4951, Dec. 2013
2013A survey of perceptual image processing methods," Signal Processing: Image Communication, Vol. 28, No. 8, pp. 811–831, Sep. 2013
2013Sparse representation of GPR traces with application to signal classification," IEEE Trans. Geoscience & Remote Sensing (TGRS), Vol. 51, No. 7, pp. 3922–3930,
2013Image segmentations for Through-the-Wall Radar target detection," IEEE Trans. Aerospace and Electronic Systems (TAES), Vol. 49, No. 3, pp. 1869–1896, July 2013
2013Two-stage fuzzy fusion with applications to Through-the-Wall Radar imaging," IEEE Geoscience and Remote Sensing Letters, Vol. 10, No. 4, pp. 687–691, July 2013
2013Two-stage Through-the-Wall Radar image formation using compressive sensing," Journal of Electronic Imaging (JEI), Vol. 22, No. 2, pp. 1–10,
2013Pooling-based Feature Extraction and Coarse-to-fine Patch Matching for Optical Flow Estimation,” Proc. 14th Asian Conference on Computer Vision (ACCV), December 2–6, 2018, Perth, WA, Australia..
Human Gait Recognition with Micro-Doppler Radar and Deep Autoencoder," Proc. Inter. Conf. Pattern Recognition, August 20–24, 2018, Beijing, China..
Scalable hierarchical mixture of Gaussian processes for pattern classification,” Proc. 2018 IEEE International Conf. Acoustics, Speech and Signal Processing (ICASSP 2018), April 15–20, 2018, Calgary, Alberta, Canada. April 15–20, 2018
2018A matrix completion approach for wall-clutter mitigation in compressive radar imaging of indoor targets,” Proc. 2018 IEEE International Conf. Acoustics, Speech and Signal Processing (ICASSP 2018), April 15–20, 2018, Calgary, Alberta, Canada. April 15–20, 2018
2018Human motion classification with micro-Doppler radar and Bayesian-optimized convolutional neural networks,” Proc. 2018 IEEE International Conf. Acoustics, Speech and Signal Processing (ICASSP 2018), pp. 2961–2965, April 15–20, 2018, Calgary, Alberta, Canada. April 15–20, 2018
2018Anatomy-Guided inverse-gradient susceptibility artefact correction method for high-resolution FMRI,” Proc. 2018 IEEE International Conf. Acoustics, Speech and Signal Processing (ICASSP 2018), pp. 786–790, April 15–20, 2018, Calgary, Alberta, Canada. April 15–20, 2018
2018Joint Low-Rank and Sparse based Image Reconstruction for Through-the-Wall Radar Imaging," Proc. 2017 IEEE Inter. Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP-2017), pp. 572–576, Dec. 10–13, 2017, Curaçao, Dutch Antilles. Dec. 10–13, 2017
2017Wall clutter mitigation for radar imaging of indoor targets: a matrix completion approach,” Proc. 2017 21st Asia Pacific Symposium on Intelligent and Evolutionary Systems (IES), pp. 116–121, Nov. 15–17, 2017, Hanoi, Vietnam. Nov. 15–17, 2017
2017Characterization of voltage dips and swells in a DG embedded distribution network during and subsequent to islanding process and grid re-connection,” Proc. 2017 IEEE Industry Applications Society Annual Meeting, pp. 1–9, Oct. 1–5, 2017
2017An efficient local method for stereo matching using Daisy features,” Proc. 2017 IEEE Inter. Conf. Image Processing (ICIP-2017), pp. 2503–2507. September 17–20, 2017, Beijing, China. September 17–20, 2017,
2017A low-rank and jointly-sparse approach for multipolarization through-wall radar imaging,” Proc. 2017 IEEE Radar Conference (Radarcon 2017), pp. 263–268. May 8–12, 2017, Seattle, WA, USA. May 8–12, 2017
2017GPR signal classification with low-rank and convolutional sparse coding representation,” Proc. 2017 IEEE Radar Conference (Radarcon 2017), pp. 1352–1356, May 8–12, 2017, Seattle, WA, USA. May 8–12, 2017
2017Through-the-wall radar signal classification using discriminative dictionary learning,” Proc. 42nd IEEE Inter. Conf. Acoustics, Speech and Signal Processing (ICASSP 2017), pp. 3136–3140, March 5–9, 2017, New Orleans, USA. March 5–9, 2017
2017Human interaction recognition using low-rank matrix approximation and super descriptor tensor decomposition,” Proc. 42nd IEEE Inter. Conf. Acoustics, Speech and Signal Processing (ICASSP 2017), pp. 1847–1851, March 5–9, 2017, New Orleans, USA. March 5–9, 2017
2017Enhanced pixel-wise voting for image vanishing point detection for road scenes,” Proc. 42nd IEEE Inter. Conf. Acoustics, Speech and Signal Processing (ICASSP 2017), pp. 1852–1856, March 5–9, 2017, New Orleans, USA. March 5–9, 2017
2017Characterization of Voltage Sag Based on Point-on-Wave.” Proc. 9th Intern. Conf. Electrical and Computer Engineering (ICECE 2016), pp. 259–262, December 20–22,
2016Efficient vanishing point estimation for unstructured road scenes,” Proc. International Conference on Digital Image Computing: Techniques and Applications, (DICTA 2016), pp. 1–6, Nov. 30 – Dec. 2, 2016, Gold Coast, Qld, Australia.
2016Intra-hour and Hourly Demand Forecasting using Selective Order Autoregressive Model,” Proc. 2016 IEEE Intern. Conf. Power System Technology (POWERCON), pp. 1–6, Sep. 28 – Oct. 1, 2016, Wollongong, Australia.
2016Indoor scene reconstruction for through-the-wall radar imaging using low-rank and sparsity constraints,” Proceedings of 2016 IEEE Radar Conference (Radarcon 2016), pp. 1–4, May 2–6, 2016, Philadelphia, PA, USA.
2016Target detection in GPR data using joint low-rank and sparsity constraints,” Proc. SPIE Radar Sensor Technology XX, Vol. 9829, April 17–21, 2016, Baltimore, Maryland, USA.
2016Variational inference for infinite mixtures of sparse Gaussian processes through KL-correction,” Proc. IEEE Inter. Conf. on Acoustics, Speech and Signal Processing (ICASSP 2016), pp. 2579–2583, March 20–25, 2016, Shanghai, China.
2016Radar imaging of stationary indoor targets using joint low-rank and sparsity constraints,” Proc. IEEE Inter. Conf. on Acoustics, Speech and Signal Processing (ICASSP 2016), pp. 1412–1416, March 20–25, 2016, Shanghai, China. (Best Student Paper Award)
2016Invariant image recognition under projective deformations: an image normalization approach,” Proc. IEEE Inter. Conf. Visual Communications and Image Processing (VCIP-2015), December 13–16, 2015, Singapore.
2015Violent scene detection using a super descriptor tensor decomposition,” Proc. Inter. Conf. Digital Image Computing: Techniques and Applications, (DICTA 2015), November 23–27, 2015, Adelaide, SA, Australia.
2015Video classification based on spatial gradient and optical flow descriptors,” Proc. Inter. Conf. Digital Image Computing: Techniques and Applications, (DICTA 2015), November 23–27, 2015, Adelaide, SA, Australia.
2015Wall clutter mitigation using HOSVD in through-the-wall radar imaging with compressed sensing,” Proc. 20th Inter. Conference on Digital Signal Processing (DSP-2015), pp. 85–89, July 21–24, 2015, Singapore.
2015Depth image super-resolution using internal and external information,” Proc. IEEE International Conf. on Acoustics, Speech and Signal Processing (ICASSP 2015), pp. 1206– 1210, April 19–24, 2015, Brisbane, Australia.
2015Multi-view indoor scene reconstruction from compressed through-the-wall radar measurements using a joint Bayesian sparse representation," Proc. IEEE Inter. Conf. Acoustics, Speech and Signal Processing (ICASSP 2015), pp. 2419–2423, April 19–24, 2015, Brisbane, Australia.
2015A tensor-based subspace wall clutter mitigation method for through-the-wall radar imaging," Proc. IEEE Inter. Conf. Acoustics, Speech and Signal Processing (ICASSP 2015), pp. 2449–2453, April 19–24, 2015, Brisbane, Australia.
2015Multi-view TWRI scene reconstruction using a joint Bayesian sparse approximation model," Proc. SPIE Compressive Sensing IV, Vol. 9484, 20–24 April 2015 Baltimore, Maryland, USA.
2015crowd behavior recognition using dense trajectories," Proc. Inter. Conf. Digital Image Computing: Techniques and Applications, (DICTA 2014), pp. 248–254, November 25–27, 2014, Wollongong, NSW, Australia.
2014Pedestrian lane detection in unstructured environments for assistive navigation,” Proc. Inter. Conf. Digital Image Computing: Techniques and Applications, (DICTA 2014), pp. 146–153, Nov. 25–27, 2014, Wollongong, NSW, Australia. (Best Recognition Paper Prize).
2014Affine-invariant scene categorization,” Proc. IEEE Inter. Conference on Image Processing (ICIP-2014), pp. 1031–1035, October 27–30, 2014, Paris, France.
2014Lane detection in unstructured environments for autonomous navigation systems,” Proc. 12th Asian Conf. Computer Vision (ACCV2014), Nov. 1–5, Singapore.
Multi-polarization through-the-wall radar imaging using joint Bayesian compressed sensing,” Proc. 19th Inter. Conference on Digital Signal Processing (DSP-2014), pp. 783–788, August 20–23, 2014, Hong Kong.
2014Multi-stage compressed sensing and wall clutter mitigation for through-the-wall radar image formation,” Proc. IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM-2014), pp. 489–492, June 22–25, 2014, A Coruña, Spain.
2014Enhanced wall clutter mitigation for compressed through-the-wall radar imaging using joint Bayesian sparse signal recovery,” Proc. IEEE Inter. Conf. on Acoustics, Speech and Signal Processing (ICASSP 2014), pp. 7824–7828, May 4–9, 2014, Florence, Italy.
2014Depth image super-resolution using multi-dictionary sparse representation,” Proc. IEEE International Conference on Image Processing (ICIP-2013), pp. 957–961, September 15–18, 2013, Melbourne, Australia.
2013An Improved SVD-based Wall Clutter Mitigation Method for Through-the-Wall Radar Imaging,” Proc. 14th IEEE Workshop on Signal Processing Advances in Wireless Communications (SPAWC), pp. 425–429, June 16–19, 2013, Darmstadt, Germany.
2013A Compressed Sensing Method for Complex-valued Signals with Application to Through-the-Wall Radar Imaging,” Proc. IEEE Inter. Conf. Acoustics, Speech and Signal Processing (ICASSP 2013), pp. 2144–2148, May 26–31, 2013, Vancouver, Canada.
2013Enhanced through-the-wall radar imaging using Bayesian compressive sensing,” Proc. SPIE Compressive Sensing II, Vol. 8717, Article 7170I, pp. 1–12, 2013, Baltimore, Maryland, USA.
2013An image-based approach for classification of human micro-doppler radar signatures,” Proc. SPIE Active and Passive Signatures IV, Vol. 8734, Article 873406, pp. 1–12, 2013, Baltimore, Maryland, USA.
2013