Bouzerdoum, Salim

Overview

Graduated with MSEE and Ph.D. degrees from the University of Washington, Seattle, USA. In 1991, he joined Adelaide University, South Australian, and in 1998 he moved to Edith Cowan University, Perth, as an Associate Professor. He was appointed Professor of Computer Engineering and Head of School of Electrical, Computer & Telecommunications Engineering at the University of Wollongong in 2004, before moving on to become Associate Dean (Research), Faculty of Informatics, in 2007. Professor Bouzerdoum held several Visiting Professor Appointments at Institut Galilée, Université Paris-13 (2004, 2005, 2007, 2008, 2010, 2013, and 2014), LAAS/CNRS, Toulouse, France (2001), Villanova University, USA (2010 and 2013), and the Hong Kong University of Science and Technology (2007). From 2009 to 2011, he was a member of the ARC College of Experts and Deputy Chair of the EMI panel (2010–2011). He served as Associate Editor for 4 International journals, including IEEE! Trans. Systems, Man, and Cybernetics (1999–2006). He has published over 300 technical articles and graduated 36 Ph.D. and Research Masters students. Professor Bouzerdoum is the recipient of the Eureka Prize for Outstanding Science in Support of Defence or National Security in 2011, the Chester Sall Award of IEEE Trans. Consumer Electronics in 2005, and a Distinguished Researcher Award (Chercheur de Haut Niveau) from the French Ministry in 2001.

Research Areas

Selected Publications

Journal Article

Year	Title
2020	Air Void Detection Using Variational Mode Decomposition With Low Rank Published In IEEE Sensors Journal Volume 20 Pages 2600 - 2607 ISSN 1530-437X Altmetric
2020	An unsupervised deep learning technique for susceptibility artifact correction in reversed phase-encoding EPI images Published In Magnetic Resonance Imaging Volume 71 Pages 1 - 10 Altmetric
2020	Compressive Radar Imaging of Stationary Indoor Targets with Low-Rank plus Jointly Sparse and Total Variation Regularizations Published In IEEE Transactions on Image Processing Volume 29 Pages 4598 - 4613 Altmetric
2020	Deep Gabor Neural Network for Automatic Detection of Mine-like Objects in Sonar Imagery Published In IEEE Access Pages 1 - 14 Altmetric
2020	Susceptibility artifact correction for sub-millimeter fMRI using inverse phase encoding registration and T1 weighted regularization Published In Journal of Neuroscience Methods Volume 336 Altmetric
2019	A Super Descriptor Tensor Decomposition for Dynamic Scene Recognition Published In IEEE Transactions on Circuits and Systems for Video Technology Volume 29 Pages 1063 - 1076 ISSN 1051-8215 Altmetric
2019	A scalable hierarchical gaussian process classifier Published In IEEE Transactions on Signal Processing Volume 67 Pages 3042 - 3057 ISSN 1053-587X Altmetric
2019	DeepDSSR: Deep Learning Structure for Human Donor Splice Sites Recognition Published In Studies in Health Technology and Informatics Volume 262 Pages 236 - 239 ISSN 0926-9630 Altmetric
2019	GPR Target Detection by Joint Sparse and Low-Rank Matrix Decomposition Published In IEEE Transactions on Geoscience and Remote Sensing Volume 57 Pages 2583 - 2595 ISSN 0196-2892 Altmetric
2019	Pooling-Based Feature Extraction and Coarse-to-fine Patch Matching for Optical Flow Estimation Published In Lecture Notes in Computer Science Volume 11364 LNCS Pages 597 - 612 Altmetric
2019	Through-the-wall target separation using low-rank and variational mode decomposition Published In IEEE Transactions on Geoscience and Remote Sensing Volume 57 Pages 9928 - 9940 Altmetric
2018	Characterization of Voltage Dips and Swells in a DG Embedded Distribution Network During and Subsequent to Islanding Process and Grid Reconnection Published In IEEE Transactions on Industry Applications Volume 54 Pages 4028 - 4038 ISSN 0093-9994 Altmetric
2018	Convolutional neural network acceleration with hardware/software co-design Published In Applied Intelligence Volume 48 Pages 1288 - 1301 ISSN 0924-669X Altmetric
2018	Customer reward-based demand response program to improve demand elasticity and minimise financial risk during price spikes Published In IET Generation, Transmission and Distribution Volume 12 Pages 3764 - 3771 ISSN 1751-8695 Altmetric
2018	Efficient cost aggregation for feature-vector-based wide-baseline stereo matching Published In Eurasip Journal on Image and Video Processing Volume 2018 Pages 1 - 16 ISSN 1687-5176 Altmetric
2018	Multipolarization Through-wall Radar Imaging using Low-rank and Jointly-sparse Representations Published In IEEE Transactions on Image Processing Volume 27 Pages 1763 - 1776 ISSN 1057-7149 Altmetric
2018	Stochastic variational hierarchical mixture of sparse Gaussian processes for regression Published In Machine Learning Volume 107 Pages 1947 - 1986 ISSN 0885-6125 Altmetric
2017	A Sparse Bayesian Learning Approach for Through-Wall Radar Imaging of Stationary Targets Published In IEEE Transactions on Aerospace and Electronic Systems Volume 53 Pages 2485 - 2501 ISSN 0018-9251 Altmetric
2017	Evaluating the effectiveness of a machine learning approach based on response time and reliability for islanding detection of distributed generation Published In IET Renewable Power Generation Volume 11 Pages 1392 - 1400 ISSN 1752-1416 Altmetric
2017	Short-term electricity demand forecasting using autoregressive based time varying model incorporating representative data adjustment Published In Applied Energy Volume 205 Pages 790 - 801 ISSN 0306-2619 Altmetric
2016	Hardware/software co-design for a gender recognition embedded system Published In Lecture notes in computer science Volume 9799 Pages 541 - 552 Altmetric
2016	Pedestrian lane detection in unstructured scenes for assistive navigation Published In Computer Vision and Image Understanding Volume 149 Pages 186 - 196 ISSN 1077-3142 Altmetric
2016	Visual descriptors for scene categorization: experimental evaluation Published In Artificial Intelligence Review: an international survey and tutorial journal Volume 45 Pages 333 - 368 ISSN 0269-2821 Altmetric
2015	A new approach for classification and characterization of voltage dips and swells using 3-D polarization ellipse parameters Published In IEEE Transactions on Power Delivery Volume 30 Pages 1344 - 1353 ISSN 0885-8977 Altmetric
2015	A subspace projection approach for wall clutter mitigation in through-the-wall radar imaging Published In IEEE Transactions on Geoscience and Remote Sensing Volume 53 Pages 2108 - 2122 ISSN 0196-2892 Altmetric
2015	Classification of micro-Doppler signatures of human motions using log-Gabor filters Published In IET Radar, Sonar and Navigation Volume 9 Pages 1188 - 1195 ISSN 1751-8784 Altmetric
2014	A multifeature-based approach for islanding detection of DG in the subcritical region of vector surge relays Published In IEEE Transactions on Power Delivery Volume 29 Pages 2349 - 2358 ISSN 0885-8977 Altmetric
2014	An approach for assessing the effectiveness of multiple-feature-based SVM method for islanding detection of distributed generation Published In IEEE Transactions on Industry Applications Volume 50 Pages 2844 - 2852 ISSN 0093-9994 Altmetric
2014	Object segmentation and classification using 3-D range camera Published In Journal of Visual Communication and Image Representation Volume 25 Pages 74 - 85 ISSN 1047-3203 Altmetric
2014	Signal classification for ground penetrating radar using sparse kernel feature selection Published In IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Volume 7 Pages 4670 - 4680 ISSN 1939-1404 Altmetric
2013	A survey of perceptual image processing methods Published In Signal Processing: Image Communication Volume 28 Pages 811 - 831 ISSN 0923-5965 Altmetric
2013	Biologically inspired approaches for visual information processing and analysis Published In Signal Processing: Image Communication Volume 28 Pages 809 - 810 ISSN 0923-5965 Altmetric
2013	Image segmentations for through-the-wall radar target detection Published In IEEE Transactions on Aerospace and Electronic Systems Volume 49 Pages 1869 - 1896 ISSN 0018-9251 Altmetric
2013	Probabilistic fuzzy image fusion approach for radar through wall sensing Published In IEEE Transactions on Image Processing Volume 22 Pages 4938 - 4951 ISSN 1057-7149 Altmetric
2013	Sparse representation of GPR traces with application to signal classification Published In IEEE Transactions on Geoscience and Remote Sensing Volume 51 Pages 3922 - 3930 ISSN 0196-2892 Altmetric
2013	Two-stage fuzzy fusion with applications to through-the-wall radar imaging Published In IEEE Geoscience and Remote Sensing Letters Volume 10 Pages 687 - 691 ISSN 1545-598X Altmetric
2013	Two-stage through-the-wall radar image formation using compressive sensing Published In Journal of Electronic Imaging Volume 22 Pages 021006-1 - 021006-10 ISSN 1017-9909 Altmetric
2011	Automatic classification of ground-penetrating-radar signals for railway-ballast assessment Published In IEEE Transactions on Geoscience and Remote Sensing Volume 49 Pages 3961 - 3972 ISSN 0196-2892 Altmetric
2011	Integrating the projective transform with particle filtering for visual tracking Published In Eurasip Journal on Image and Video Processing Volume 2011 Pages 1 - 11 ISSN 1687-5176 Altmetric
2010	A human gait classification method based on radar Doppler spectrograms Published In Eurasip Journal on Advances in Signal Processing Volume 389716 Pages 1 - 12 ISSN 1687-6172 Altmetric
2010	Adaptive hierarchical architecture for visual recognition Published In Applied Optics Volume 49 Pages B1 - B8 ISSN 1559-128X Altmetric
2008	A hierarchical learning network for face detection with in-plane rotation Published In Neurocomputing Volume 71 Pages 3253 - 3263 ISSN 0925-2312 Altmetric
2007	A new image feature for fast detection of people in images Published In International Journal of Information and Systems Sciences Volume 3 Pages 383 - 391 ISSN 1708-296X
2007	A pyramidal neural network for visual pattern recognition Published In IEEE Transactions on Neural Networks and Learning Systems Volume 18 Pages 329 - 343 ISSN 2162-237X Altmetric

Chapter

Year	Title
2017	Continuous-wave doppler radar for human gait classification Published In Radar for Indoor Monitoring: Detection, Classification, and Assessment Publisher Boca Raton, United States: CRC Press Pages 95 - 120 ISBN 9781138746091 Altmetric
2015	Lane detection in unstructured environments for autonomous navigation systems Published In Computer Vision -- ACCV 2014 Publisher United States: Springer International Publishing Pages 414 - 429 Altmetric
2014	Compressive sensing for multipolarization through-the-wall radar imaging Published In Compressive Sensing for Urban Radar Publisher CRC Press Pages 231 - 250 Altmetric
2009	A new approach to sparse image representation using MMV and K-SVD Published In Advanced concepts for intelligent vision systems : ACIVS 2009 Publisher Berlin, Germany: Springer Pages 200 - 209 Altmetric
2009	Learning pattern classification tasks with imbalanced data sets Published In Pattern recognition Publisher In-Tech Pages 193 - 208
2008	A brain-inspired visual pattern recognition architecture and its applications Published In Pattern Recognition Technologies and Applications: Recent Advances Publisher IGI Global Pages 244 - 264

Conference Paper

Year	Title
2019	Detection and Characterization of the Instantaneous Point-on-wave of Voltage Sags in terms of Point of Inception and Point of Recovery Published In 2019 IEEE Industry Applications Society Annual Meeting, IAS 2019 Altmetric
2019	Efficient Pre-Designed Convolutional Front-End for Deep Learning Published In IEEE International Workshop on Machine Learning for Signal Processing, MLSP Altmetric
2019	Part-Based Feature Aggregation Method for Dynamic Scene Recognition Published In 2019 Digital Image Computing: Techniques and Applications, DICTA 2019 Altmetric
2019	Radar Stationary and Moving Indoor Target Localization with Low-rank and Sparse Regularizations Published In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings Pages 2172 - 2176 Altmetric
2018	A Matrix Completion Approach for Wall-Clutter Mitigation in Compressive Radar Imaging of Indoor Targets Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) : Proceedings Pages 1608 - 1612 Altmetric
2018	Anatomy-Guided Inverse-Gradient Susceptibility Artifact Correction Method for High-Resolution FMRI Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings Pages 786 - 790 Altmetric
2018	Human Brain Tissue Segmentation in fMRI using Deep Long-Term Recurrent Convolutional Network Published In 2018 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2018 Pages 630 - 636 Altmetric
2018	Human Gait Recognition with Micro-Doppler Radar and Deep Autoencoder Published In 24th International Conference on Pattern Recognition (ICPR 2018) Pages 3347 - 3352 Altmetric
2018	Human Motion Classification with Micro-Doppler Radar and Bayesian-Optimized Convolutional Neural Networks Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings Pages 2961 - 2965 Altmetric
2018	Scalable Hierarchical Mixture of Gaussian Processes for Pattern Classification Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings Pages 2466 - 2470 Altmetric
2017	A low-rank and jointly-sparse approach for multipolarization through-wall radar imaging Published In IEEE Radar Conference, RadarConf 2017 Pages 0263 - 0268 Altmetric
2017	An efficient local method for stereo matching using daisy features Published In IEEE International Conference on Image Processing, ICIP 2017 Pages 2503 - 2507 Altmetric
2017	Characterization of voltage dips and swells in a DG embedded distribution network during and subsequent to islanding process and grid re-connection Published In 2017 IEEE Industry Applications Society Annual Meeting, IAS 2017 Pages 1 - 9 Altmetric
2017	Enhanced pixel-wise voting for image vanishing point detection in road scenes Published In 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing Pages 1852 - 1856 Altmetric
2017	GPR signal classification with low-rank and convolutional sparse coding representation Published In IEEE Radar Conference, RadarConf 2017 Pages 1352 - 1356 Altmetric
2017	Human interaction recognition using low-rank matrix approximation and super descriptor tensor decomposition Published In 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing Pages 1847 - 1851 Altmetric
2017	Joint Low-Rank and Sparse based Image Reconstruction for Through-the-Wall Radar Imaging Published In 7th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP) Pages 1 - 5 Altmetric
2017	Through-the-wall radar signal classification using discriminative dictionary learning Published In 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing Pages 3136 - 3140 Altmetric
2017	Wall Clutter Mitigation for Radar Imaging of Indoor Targets: A Matrix Completion Approach Published In 21st Asia Pacific Symposium On Intelligent And Evolutionary Systems (IES 2017) Pages 116 - 121 Altmetric
2016	Characterization of voltage sag based on point-on-wave Published In Proceedings of 9th International Conference on Electrical and Computer Engineering, ICECE 2016 Pages 259 - 262 Altmetric
2016	Efficient vanishing point estimation for unstructured road scenes Published In International Conference on Digital Image Computing: Techniques and Applications (DICTA) Pages 1 - 6 Altmetric
2016	Indoor scene reconstruction for through-the-wall radar imaging using low-rank and sparsity constraints Published In 2016 IEEE Radar Conference (RadarConf) Pages 1 - 4 Altmetric
2016	Intra-hour and hourly demand forecasting using selective order autoregressive model Published In IEEE International Conference on Power System Technology (POWERCON) Pages 1 - 6 Altmetric
2016	Radar imaging of stationary indoor targets using joint low-rank and sparsity constraints Published In 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Pages 1412 - 1416 Altmetric
2016	Variational inference for infinite mixtures of sparse Gaussian processes through KL-correction Published In 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Pages 2579 - 2583 Altmetric
2015	A tensor-based subspace wall clutter mitigation method for through-the-wall radar imaging Published In Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on Pages 2449 - 2453 Altmetric
2015	Depth image super resolution using internal and e ternal information Published In Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on Pages 1206 - 1210 Altmetric
2015	Invariant image recognition under projective deformations: an image normalization approach Published In 2015 Visual Communications and Image Processing (VCIP) Pages 1 - 4 Altmetric
2015	Multi-view TWRI scene reconstruction using a joint Bayesian sparse approximation model Published In Conference on Compressive Sensing IV Pages 948405-1 - 948405-10 Altmetric
2015	Multi-view indoor scene reconstruction from compressed through-wall radar measurements using a joint Bayesian sparse representation Published In Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on Pages 2419 - 2423 Altmetric
2015	Video classification based on spatial gradient and optical flow descriptors Published In Digital Image Computing: Techniques and Applications (DICTA), 2015 International Conference on Pages 1 - 8 Altmetric
2015	Violent scene detection using a super descriptor tensor decomposition Published In Digital Image Computing: Techniques and Applications (DICTA), 2015 International Conference on Pages 1 - 8 Altmetric
2015	Wall clutter mitigation using HOSVD in through-the-wall radar imaging with compressed sensing Published In IEEE International Conference on Digital Signal Processing (DSP) Pages 85 - 89 Altmetric
2014	Affine-invariant scene categorization Published In IEEE International Conference on Image Processing Pages 1031 - 1035 Altmetric
2014	Characterizing voltage sags and swells using three-phase voltage ellipse parameters Published In Industry Applications Society Annual Meeting, 2014 IEEE Pages 1 - 9 Altmetric
2014	Crowd behavior recognition using dense trajectories Published In Digital lmage Computing: Techniques and Applications (DlCTA), 2014 International Conference on Pages 1 - 7 Altmetric
2014	Enhanced wall clutter mitigation for compressed through-the-wall radar imaging using joint Bayesian sparse signal recovery Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014) Pages 7804 - 7808 Altmetric
2014	Multi-polarization through-the-wall radar imaging using joint bayesian compressed sensing Published In IEEE 19th International Conference on Digital Signal Processing (DSP) Pages 783 - 788 Altmetric
2014	Multi-stage compressed sensing and wall clutter mitigation for through-the-wall radar image formation Published In 2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM) Pages 489 - 492 Altmetric
2014	Pedestrian lane detection in unstructured environments for assistive navigation Published In 2014 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2014 Pages 1 - 8 Altmetric
2013	A Gaussian-Rayleigh mixture modeling approach for through-the-wall radar image segmentation Published In ICASSP 2012: IEEE International Conference on Acoustics, Speech and Signal Processing Pages 877 - 880 Altmetric
2013	A compressed sensing method for complex-valued signals with application to through-the-wall radar imaging Published In Proceedings of the 38th International Conference on Acoustics, Speech, and Signal Processing Pages 2144 - 2148 Altmetric
2013	A new scheme for no reference image quality assessment Published In 2012 3rd International Conference on Image Processing Theory, Tools and Applications, IPTA 2012 Pages 270 - 274
2013	A short length window-based method for islanding detection in distributed generation Published In 2012 Annual International Joint Conference on Neural Networks (IJCNN) Pages 1 - 6 Altmetric
2013	Adaptive autoregressive logarithmic search for 3D human tracking Published In AVSS 2012: 9th IEEE International Conference on Advanced Video and Signal-Based Surveillance Pages 343 - 348 Altmetric
2013	An approach for assessing the effectiveness of multiple features based SVM method for islanding detection of distributed generation Published In Industry Applications Society Annual Meeting Pages 1 - 9 Altmetric
2013	An image-based approach for classification of human micro-doppler radar signatures Published In Proceedings of SPIE - Active and Passive Signatures IV Pages 873406-1 - 873406-12 Altmetric
2013	An improved SVD-based wall clutter mitigation method for through-the-wall radar imaging Published In IEEE 14th Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2013) Pages 425 - 429 Altmetric
2013	Automatic classification of human motions using Doppler radar Published In 2012 Annual International Joint Conference on Neural Networks (IJCNN) Pages 1 - 6 Altmetric
2013	Compressed sensing-based frequency selection for classification of ground penetrating radar signals Published In ICASSP 2012: IEEE International Conference on Acoustics, Speech and Signal Processing Pages 3377 - 3380 Altmetric
2013	Depth image super-resolution using multi-dictionary sparse representation Published In 20th IEEE International Conference on Image Processing (ICIP 2013) Pages 957 - 961 Altmetric
2013	Enhanced through-the-wall radar imaging using bayesian compressive sensing Published In Proceedings of SPIE - Compressive Sensing II Pages 87170I-1 - 87170I-12 Altmetric
2013	Pedestrian lane detection for assistive navigation of blind people Published In 21st International Conference on Pattern Recognition (ICPR 2012) Pages 2594 - 2597
2013	Pedestrian lane detection for the visually impaired Published In 2012 International Conference on Digital Image Computing Techniques and Applications, DICTA 2012 Pages 1 - 6 Altmetric
2013	Scene segmentation and pedestrian classification from 3-D range and intensity images Published In ICME 2012: IEEE International Conference on Multimedia and Expo Pages 103 - 108 Altmetric
2013	Segmentations of through-the-wall radar images Published In 2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012 Pages 647 - 652 Altmetric
2011	A reduced reference image quality metric based on feature fusion and neural networks Published In 19th European Signal Processing Conference, EUSIPCO 2011 Pages 589 - 593
2011	A two-stage image fusion method for enhanced through-the-wall radar target detection Published In 2011 IEEE Radar Conference Pages 643 - 647 Altmetric
2011	Adaptive regularization for multiple image restoration using an extended total variations approach Published In 2011 18th IEEE International Conference on Image Processing, ICIP 2011 Pages 697 - 700 Altmetric
2011	An SVD-based approach for mitigating wall reflections in through-the-wall radar imaging Published In 2011 IEEE Radar Conference: In the Eye of the Storm, RadarCon'11 Pages 519 - 524 Altmetric
2011	Automatic left ventricle detection in echocardiographic images for deformable contour initialization Published In 33rd Annual International Conference of the IEEE EMBS Pages 7215 - 7218 Altmetric
2011	Multiple-measurement vector model and its application to through-the-wall radar imaging Published In Proceedings of 2011 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) Pages 2672 - 2675 Altmetric
2011	Optical flow estimation using sparse gradient representation Published In 2011 18th IEEE International Conference on Image Processing, ICIP 2011 Pages 2681 - 2684 Altmetric
2011	Pedestrian sensing using time-of-flight range camera Published In IEEE CVPR 2011: IEEE Conference on Computer Vision and Pattern Recognition Pages 43 - 48 Altmetric
2011	Sparse signal decomposition for ground penetrating radar Published In 2011 IEEE Radar Conference Pages 453 - 457 Altmetric
2011	Wall clutter mitigation based on eigen-analysis in through-the-wall radar imaging Published In 2011 17th International Conference on Digital Signal Processing (DSP) Pages 1 - 8 Altmetric
2010	A compressive sensing approach to image restoration Published In Digital Image Computing: Techniques and Applications Pages 111 - 115 Altmetric
2010	A particle swarm optimization algorithm based on orthogonal design Published In IEEE World Congress on Computational Intelligence Pages 593 - 599 Altmetric
2010	A training algorithm for sparse LS-SVM using compressive sampling Published In IEEE International Conference on Acoustics, Speech, and Signal Processing Pages 2054 - 2057 Altmetric
2010	Adaptive regularization for image restoration using a variational inequality approach Published In International Conference on Image Processing Pages 2513 - 2516 Altmetric
2010	Automatic classification of GPR signals Published In International Conference on Ground Penetrating Radar Pages 1 - 6 Altmetric
2010	Automatic human motion classification from Doppler spectrograms Published In International Workshop Cognitive Information Processing Pages 237 - 242 Altmetric
2010	Automatic parameter selection for feature-enhanced radar image restoration Published In IEEE Radar Conference Pages 001123 - 001127 Altmetric
2010	Automatic recognition of smiling and neutral facial expressions Published In Digital Image Computing: Techniques and Applications Pages 581 - 586 Altmetric
2010	Dimensionality reduction using compressed sensing and its application to a large-scale visual recognition task Published In IEEE World Congress on Computational Intelligence Pages 1607 - 1614 Altmetric
2010	Efficient SVM training with reduced weighted samples Published In IEEE World Congress on Computational Intelligence Pages 1764 - 1768 Altmetric
2010	Fast digital optical flow estimation based on EMD Published In European Workshop on Visual Information Processing Pages 155 - 158
2010	Feature selection for facial expression recognition Published In European Workshop on Visual Information Processing Pages 35 - 39 Altmetric
2010	Fuzzy logic-based image fusion for multi-view through-the-wall radar Published In Digital Image Computing: Techniques and Applications Pages 423 - 428 Altmetric
2010	Improved facial expression recognition with trainable 2-D filters and support vector machines Published In International Conference on Pattern Recognition Pages 3732 - 3735 Altmetric
2010	Improved learning in grid-to-grid neural network via clustering Published In IEEE World Congress on Computational Intelligence Pages 2318 - 2324 Altmetric
2010	Markov random fields for abnormal behavior detection on highways Published In European Workshop on Visual Information Processing Pages 149 - 154 Altmetric
2010	Motion estimation with adaptive regularization and neighborhood dependent constraint Published In Digital Image Computing: Techniques and Applications Pages 387 - 392 Altmetric
2010	Multi-resolution mean-shift algorithm for vector quantization Published In Data Compression Conference Pages 523 - 523 Altmetric
2010	Multi-view through-the-wall radar imaging using compressed sensing Published In 18th European Signal Processing Conference, EUSIPCO 2010 Pages 1429 - 1433
2010	On the analysis of background subtraction techniques using Gaussian mixture models Published In IEEE International Conference on Acoustics, Speech, and Signal Processing Pages 4042 - 4045 Altmetric
2010	Wavelet based nonlocal-means super-resolution for video sequences Published In International Conference on Image Processing Pages 2817 - 2820 Altmetric
2009	A car detection system based on hierarchical visual features Published In IEEE Symposium on Computational intelligence for Multimedia Signal and Vision Processing Pages 35 - 40 Altmetric
2009	A neural network pruning approach based on compressive sampling Published In International Joint Conference on Neural Networks 2009 Pages 3428 - 3435 Altmetric
2009	Reduced training of convolutional neural networks for pedestrian detection Published In International Conference on Information Technology and Applications Pages 61 - 66
2009	Vehicle tracking using projective particle filter Published In IEEE International Conference on Advanced Video and Signal Based Surveillance Pages 7 - 12 Altmetric
2008	A VHDL design for PCA Published In CDES 2008: Proceedings of the 2008 International Conference on Computer Design Pages 207 - 210
2008	A VHDL design for PCA Published In International Conference on Computer Design Pages 207 - 210
2008	A biologically inspired visual pedestrian detection system Published In IEEE International Joint Conference on Neural Networks Pages 704 - 710 Altmetric
2008	A compact CMOS face detection architecture based on shunting inhibitory convolutional neural networks Published In International Symposium on Electronic Design, Test and Applications Pages 374 - 377 Altmetric
2008	A supervised learning approach for imbalanced data sets Published In International Conference on Pattern Recognition Pages 1 - 4 Altmetric
2008	Efficient supervised learning with reduced training exemplars Published In IEEE International Joint Conference on Neural Networks Pages 2980 - 2986 Altmetric
2008	FPGA implementation of a predictive vector quantization image compression algorithm for image sensor applications Published In International Symposium on Electronic Design, Test and Applications Pages 431 - 434 Altmetric
2008	Local estimation of displacement density for abnormal behavior detection Published In Workshop on Machine Learning for Signal Processing Pages 386 - 391 Altmetric
2008	Vehicle tracking by non-drifting mean-shift using projective Kalman filter Published In International IEEE Conference on Intelligent Transportation Systems Pages 61 - 66 Altmetric
2007	A nonlinear feature extractor for texture segmentation Published In International Conference on Image Processing Pages II-37 - II-40 Altmetric
2007	Detecting people in images: An edge density approach Published In International Conference on Acoustics, Speech, and Signal Processing Pages 1229 - 1232 Altmetric

Editor Of

Book
- Proceedings of the 2008 International Conference on Intelligent Sensors, Sensor Networks, and Information Processing . Piscataway, NJ. 2008

Investigator On

Year	Title
2019 - 2023	ATR and Data Fusion for Improvised Threat Detection Awarded by: Defence Science and Technology Group Funding Scheme: Defence Innovation Network PhD Project
2019 - 2021	A Novel Non-GPS Based Positioning, Navigation and Timing Solution for Reconnaissance Missions Awarded by: Defence Innovation Network (DIN) Funding Scheme: Pilot Projects
2019 - 2021	Assistive Micro-Navigation for Vision Impaired People Awarded by: Australian Research Council (ARC) Funding Scheme: Discovery Projects
2019	Big Crowd Data Analytics using Bayesian Inference and Deep Learning Awarded by: Qatar National Research Fund Funding Scheme: National Priorities Research Program
2018 - 2019	Classification of Sonar Snapshot Images for Autonomous Underwater Vehicle On-board Processing Awarded by: Defence Innovation Network (DIN) Funding Scheme: Pilot Projects
2015	Enhanced Through-Wall Imaging using Bayesian Compressive Sensing Awarded by: Australian Research Council (ARC) Funding Scheme: Discovery Projects
2014	Dynamic Visual Scene Gist Recognition using a Probabilistic Inference Framework Awarded by: Australian Research Council (ARC) Funding Scheme: Discovery Projects
2009	Robust Beamforming for Radar Imaging Awarded by: Australian Research Council (ARC) Funding Scheme: Linkage International
2007	Advanced processing for through-the-wall radar imaging Awarded by: Australian Research Council (ARC) Funding Scheme: Discovery Projects

Impact Story

Underwater Mine Detection with Sonar Imaging
Summary
Underwater mines are a cost-effective tool in asymmetric warfare and are commonly used to block shipping lanes and restrict naval operations. The aim of this research is develop an automatic system based on sonar imaging for locating naval mines and then recognizing their various types. It involves investigating the latest advances in deep learning and artificial intelligence for object detection, image segmentation, and image classification. This on-going research, supported by the NSW Defence Innovation Network (DIN), is conducted in collaboration with Defence and Science Technology Group (DSTG) and a defence software company. The research team includes Assoc. Prof. Son Lam Phung (CI, Technical Lead, Principal Supervisor), Mr Hoang Thanh Le (PhD Student), Mr Luca Russo (PhD student), Dr. Thi N. A. Nguyen (Associate Research Fellow), Senior Prof. Salim Bouzerdoum (CI), Prof. Christian Ritz (CI), and Dr. Le Chung Tran (CI). In this project, we have developed a deep learning-based tool for underwater mine detection. Further discussions are in progress to apply the project outcomes. Publication: H. T. Le, S. L. Phung, P. B. Chapple, A. Bouzerdoum, C. H. Ritz, L. C. Tran, "Deep Gabor neural network for automatic detection of mine-like objects in sonar imagery," IEEE Access, vol. 8, no. 1, pp. 94126-94139, 2020.

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Assistive Navigation Tools for Vision Impaired People
Summary
Over 250 million people worldwide and 380,000 people in Australia suffer from visual impairment. The aim of the project is to develop, based on deep learning and artificial intelligence technologies, a portable electronic tool that enables a vision-impaired user to perform micro-navigation tasks. The targeted tasks include locating the pedestrian path in crowded scenes, evading obstacles and hazards, and recognising relevant landmarks. The technologies developed in this project can be adopted for road safety, self-driving vehicles, and autonomous robots. This project is funded by an ARC Discovery Project DP190100607, titled "Assistive Micro-Navigation for Project for Vision Impaired People" (2019-2021). It is one of five national projects highlighted in the Ministerial Media Release on 27 Nov 2018 <a href="https://www.arc.gov.au/news-publications/media/media-releases/funding-world-leading-research" target="_blank" rel="noopener">(link)</a>. The research team includes blind volunteers, Assoc. Prof. Son Lam Phung (CI), Senior Prof. Salim Bouzerdoum (CI), Dr Thi N. A. Nguyen (Associate Research Fellow), and a number of PhD/MPhil students.This on-going research has received the Best Recognition Paper Award at the International Conference on Digital Image Computing: Techniques and Applications (DICTA) in 2014, and the Highly Commended Award at the Canon Extreme Imaging Competition in 2012. Recently, we have reached a project milestone by successfully developing a deep learning-based tool to locate the pedestrian path for the blind. This tool is published in IEEE TNNLS which has an impact factor of 11.68 and ranks second in 134 computer science and AI journals.Publication: T. N. A. Nguyen, S. L. Phung, and A. Bouzerdoum, "Hybrid deep learning-Gaussian process network for pedestrian lane detection in unstructured scenes," IEEE Transactions on Neural Networks and Learning Systems, 2020. <a href="https://ieeexplore.ieee.org/document/8998354" target="_blank" rel="noopener">(URL)</a>

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Advisees

Graduate Advising Relationship

Degree	Research Title	Advisee
Doctor of Philosophy	Correcting Susceptibility Artifacts in High-resolution Brain Magnetic Resonance Imaging	Duong, Soan
Doctor of Philosophy	Dynamic Scene Recognition	Peng, Xiaoming
Doctor of Philosophy	Deep Learning Algorithms for Image and Signal Processing Applications	Le Hoang, Thanh
Doctor of Philosophy	Depth Perception from a Single Colour Image	Thompson, Joshua
Master of Philosophy - EIS	Depth Estimation with Deep Learning for Assistive Navigation	Phan, Steve

Orcid Id

http://orcid.org/0000-0002-9163-0045 (confirmed)

Research Areas

Selected Publications

Journal Article

Year	Title
2020	Air Void Detection Using Variational Mode Decomposition With Low Rank Published In IEEE Sensors Journal Volume 20 Pages 2600 - 2607 ISSN 1530-437X Altmetric
2020	An unsupervised deep learning technique for susceptibility artifact correction in reversed phase-encoding EPI images Published In Magnetic Resonance Imaging Volume 71 Pages 1 - 10 Altmetric
2020	Compressive Radar Imaging of Stationary Indoor Targets with Low-Rank plus Jointly Sparse and Total Variation Regularizations Published In IEEE Transactions on Image Processing Volume 29 Pages 4598 - 4613 Altmetric
2020	Deep Gabor Neural Network for Automatic Detection of Mine-like Objects in Sonar Imagery Published In IEEE Access Pages 1 - 14 Altmetric
2020	Susceptibility artifact correction for sub-millimeter fMRI using inverse phase encoding registration and T1 weighted regularization Published In Journal of Neuroscience Methods Volume 336 Altmetric
2019	A Super Descriptor Tensor Decomposition for Dynamic Scene Recognition Published In IEEE Transactions on Circuits and Systems for Video Technology Volume 29 Pages 1063 - 1076 ISSN 1051-8215 Altmetric
2019	A scalable hierarchical gaussian process classifier Published In IEEE Transactions on Signal Processing Volume 67 Pages 3042 - 3057 ISSN 1053-587X Altmetric
2019	DeepDSSR: Deep Learning Structure for Human Donor Splice Sites Recognition Published In Studies in Health Technology and Informatics Volume 262 Pages 236 - 239 ISSN 0926-9630 Altmetric
2019	GPR Target Detection by Joint Sparse and Low-Rank Matrix Decomposition Published In IEEE Transactions on Geoscience and Remote Sensing Volume 57 Pages 2583 - 2595 ISSN 0196-2892 Altmetric
2019	Pooling-Based Feature Extraction and Coarse-to-fine Patch Matching for Optical Flow Estimation Published In Lecture Notes in Computer Science Volume 11364 LNCS Pages 597 - 612 Altmetric
2019	Through-the-wall target separation using low-rank and variational mode decomposition Published In IEEE Transactions on Geoscience and Remote Sensing Volume 57 Pages 9928 - 9940 Altmetric
2018	Characterization of Voltage Dips and Swells in a DG Embedded Distribution Network During and Subsequent to Islanding Process and Grid Reconnection Published In IEEE Transactions on Industry Applications Volume 54 Pages 4028 - 4038 ISSN 0093-9994 Altmetric
2018	Convolutional neural network acceleration with hardware/software co-design Published In Applied Intelligence Volume 48 Pages 1288 - 1301 ISSN 0924-669X Altmetric
2018	Customer reward-based demand response program to improve demand elasticity and minimise financial risk during price spikes Published In IET Generation, Transmission and Distribution Volume 12 Pages 3764 - 3771 ISSN 1751-8695 Altmetric
2018	Efficient cost aggregation for feature-vector-based wide-baseline stereo matching Published In Eurasip Journal on Image and Video Processing Volume 2018 Pages 1 - 16 ISSN 1687-5176 Altmetric
2018	Multipolarization Through-wall Radar Imaging using Low-rank and Jointly-sparse Representations Published In IEEE Transactions on Image Processing Volume 27 Pages 1763 - 1776 ISSN 1057-7149 Altmetric
2018	Stochastic variational hierarchical mixture of sparse Gaussian processes for regression Published In Machine Learning Volume 107 Pages 1947 - 1986 ISSN 0885-6125 Altmetric
2017	A Sparse Bayesian Learning Approach for Through-Wall Radar Imaging of Stationary Targets Published In IEEE Transactions on Aerospace and Electronic Systems Volume 53 Pages 2485 - 2501 ISSN 0018-9251 Altmetric
2017	Evaluating the effectiveness of a machine learning approach based on response time and reliability for islanding detection of distributed generation Published In IET Renewable Power Generation Volume 11 Pages 1392 - 1400 ISSN 1752-1416 Altmetric
2017	Short-term electricity demand forecasting using autoregressive based time varying model incorporating representative data adjustment Published In Applied Energy Volume 205 Pages 790 - 801 ISSN 0306-2619 Altmetric
2016	Hardware/software co-design for a gender recognition embedded system Published In Lecture notes in computer science Volume 9799 Pages 541 - 552 Altmetric
2016	Pedestrian lane detection in unstructured scenes for assistive navigation Published In Computer Vision and Image Understanding Volume 149 Pages 186 - 196 ISSN 1077-3142 Altmetric
2016	Visual descriptors for scene categorization: experimental evaluation Published In Artificial Intelligence Review: an international survey and tutorial journal Volume 45 Pages 333 - 368 ISSN 0269-2821 Altmetric
2015	A new approach for classification and characterization of voltage dips and swells using 3-D polarization ellipse parameters Published In IEEE Transactions on Power Delivery Volume 30 Pages 1344 - 1353 ISSN 0885-8977 Altmetric
2015	A subspace projection approach for wall clutter mitigation in through-the-wall radar imaging Published In IEEE Transactions on Geoscience and Remote Sensing Volume 53 Pages 2108 - 2122 ISSN 0196-2892 Altmetric
2015	Classification of micro-Doppler signatures of human motions using log-Gabor filters Published In IET Radar, Sonar and Navigation Volume 9 Pages 1188 - 1195 ISSN 1751-8784 Altmetric
2014	A multifeature-based approach for islanding detection of DG in the subcritical region of vector surge relays Published In IEEE Transactions on Power Delivery Volume 29 Pages 2349 - 2358 ISSN 0885-8977 Altmetric
2014	An approach for assessing the effectiveness of multiple-feature-based SVM method for islanding detection of distributed generation Published In IEEE Transactions on Industry Applications Volume 50 Pages 2844 - 2852 ISSN 0093-9994 Altmetric
2014	Object segmentation and classification using 3-D range camera Published In Journal of Visual Communication and Image Representation Volume 25 Pages 74 - 85 ISSN 1047-3203 Altmetric
2014	Signal classification for ground penetrating radar using sparse kernel feature selection Published In IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Volume 7 Pages 4670 - 4680 ISSN 1939-1404 Altmetric
2013	A survey of perceptual image processing methods Published In Signal Processing: Image Communication Volume 28 Pages 811 - 831 ISSN 0923-5965 Altmetric
2013	Biologically inspired approaches for visual information processing and analysis Published In Signal Processing: Image Communication Volume 28 Pages 809 - 810 ISSN 0923-5965 Altmetric
2013	Image segmentations for through-the-wall radar target detection Published In IEEE Transactions on Aerospace and Electronic Systems Volume 49 Pages 1869 - 1896 ISSN 0018-9251 Altmetric
2013	Probabilistic fuzzy image fusion approach for radar through wall sensing Published In IEEE Transactions on Image Processing Volume 22 Pages 4938 - 4951 ISSN 1057-7149 Altmetric
2013	Sparse representation of GPR traces with application to signal classification Published In IEEE Transactions on Geoscience and Remote Sensing Volume 51 Pages 3922 - 3930 ISSN 0196-2892 Altmetric
2013	Two-stage fuzzy fusion with applications to through-the-wall radar imaging Published In IEEE Geoscience and Remote Sensing Letters Volume 10 Pages 687 - 691 ISSN 1545-598X Altmetric
2013	Two-stage through-the-wall radar image formation using compressive sensing Published In Journal of Electronic Imaging Volume 22 Pages 021006-1 - 021006-10 ISSN 1017-9909 Altmetric
2011	Automatic classification of ground-penetrating-radar signals for railway-ballast assessment Published In IEEE Transactions on Geoscience and Remote Sensing Volume 49 Pages 3961 - 3972 ISSN 0196-2892 Altmetric
2011	Integrating the projective transform with particle filtering for visual tracking Published In Eurasip Journal on Image and Video Processing Volume 2011 Pages 1 - 11 ISSN 1687-5176 Altmetric
2010	A human gait classification method based on radar Doppler spectrograms Published In Eurasip Journal on Advances in Signal Processing Volume 389716 Pages 1 - 12 ISSN 1687-6172 Altmetric
2010	Adaptive hierarchical architecture for visual recognition Published In Applied Optics Volume 49 Pages B1 - B8 ISSN 1559-128X Altmetric
2008	A hierarchical learning network for face detection with in-plane rotation Published In Neurocomputing Volume 71 Pages 3253 - 3263 ISSN 0925-2312 Altmetric
2007	A new image feature for fast detection of people in images Published In International Journal of Information and Systems Sciences Volume 3 Pages 383 - 391 ISSN 1708-296X
2007	A pyramidal neural network for visual pattern recognition Published In IEEE Transactions on Neural Networks and Learning Systems Volume 18 Pages 329 - 343 ISSN 2162-237X Altmetric

Chapter

Year	Title
2017	Continuous-wave doppler radar for human gait classification Published In Radar for Indoor Monitoring: Detection, Classification, and Assessment Publisher Boca Raton, United States: CRC Press Pages 95 - 120 ISBN 9781138746091 Altmetric
2015	Lane detection in unstructured environments for autonomous navigation systems Published In Computer Vision -- ACCV 2014 Publisher United States: Springer International Publishing Pages 414 - 429 Altmetric
2014	Compressive sensing for multipolarization through-the-wall radar imaging Published In Compressive Sensing for Urban Radar Publisher CRC Press Pages 231 - 250 Altmetric
2009	A new approach to sparse image representation using MMV and K-SVD Published In Advanced concepts for intelligent vision systems : ACIVS 2009 Publisher Berlin, Germany: Springer Pages 200 - 209 Altmetric
2009	Learning pattern classification tasks with imbalanced data sets Published In Pattern recognition Publisher In-Tech Pages 193 - 208
2008	A brain-inspired visual pattern recognition architecture and its applications Published In Pattern Recognition Technologies and Applications: Recent Advances Publisher IGI Global Pages 244 - 264

Conference Paper

Year	Title
2019	Detection and Characterization of the Instantaneous Point-on-wave of Voltage Sags in terms of Point of Inception and Point of Recovery Published In 2019 IEEE Industry Applications Society Annual Meeting, IAS 2019 Altmetric
2019	Efficient Pre-Designed Convolutional Front-End for Deep Learning Published In IEEE International Workshop on Machine Learning for Signal Processing, MLSP Altmetric
2019	Part-Based Feature Aggregation Method for Dynamic Scene Recognition Published In 2019 Digital Image Computing: Techniques and Applications, DICTA 2019 Altmetric
2019	Radar Stationary and Moving Indoor Target Localization with Low-rank and Sparse Regularizations Published In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings Pages 2172 - 2176 Altmetric
2018	A Matrix Completion Approach for Wall-Clutter Mitigation in Compressive Radar Imaging of Indoor Targets Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) : Proceedings Pages 1608 - 1612 Altmetric
2018	Anatomy-Guided Inverse-Gradient Susceptibility Artifact Correction Method for High-Resolution FMRI Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings Pages 786 - 790 Altmetric
2018	Human Brain Tissue Segmentation in fMRI using Deep Long-Term Recurrent Convolutional Network Published In 2018 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2018 Pages 630 - 636 Altmetric
2018	Human Gait Recognition with Micro-Doppler Radar and Deep Autoencoder Published In 24th International Conference on Pattern Recognition (ICPR 2018) Pages 3347 - 3352 Altmetric
2018	Human Motion Classification with Micro-Doppler Radar and Bayesian-Optimized Convolutional Neural Networks Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings Pages 2961 - 2965 Altmetric
2018	Scalable Hierarchical Mixture of Gaussian Processes for Pattern Classification Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings Pages 2466 - 2470 Altmetric
2017	A low-rank and jointly-sparse approach for multipolarization through-wall radar imaging Published In IEEE Radar Conference, RadarConf 2017 Pages 0263 - 0268 Altmetric
2017	An efficient local method for stereo matching using daisy features Published In IEEE International Conference on Image Processing, ICIP 2017 Pages 2503 - 2507 Altmetric
2017	Characterization of voltage dips and swells in a DG embedded distribution network during and subsequent to islanding process and grid re-connection Published In 2017 IEEE Industry Applications Society Annual Meeting, IAS 2017 Pages 1 - 9 Altmetric
2017	Enhanced pixel-wise voting for image vanishing point detection in road scenes Published In 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing Pages 1852 - 1856 Altmetric
2017	GPR signal classification with low-rank and convolutional sparse coding representation Published In IEEE Radar Conference, RadarConf 2017 Pages 1352 - 1356 Altmetric
2017	Human interaction recognition using low-rank matrix approximation and super descriptor tensor decomposition Published In 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing Pages 1847 - 1851 Altmetric
2017	Joint Low-Rank and Sparse based Image Reconstruction for Through-the-Wall Radar Imaging Published In 7th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP) Pages 1 - 5 Altmetric
2017	Through-the-wall radar signal classification using discriminative dictionary learning Published In 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing Pages 3136 - 3140 Altmetric
2017	Wall Clutter Mitigation for Radar Imaging of Indoor Targets: A Matrix Completion Approach Published In 21st Asia Pacific Symposium On Intelligent And Evolutionary Systems (IES 2017) Pages 116 - 121 Altmetric
2016	Characterization of voltage sag based on point-on-wave Published In Proceedings of 9th International Conference on Electrical and Computer Engineering, ICECE 2016 Pages 259 - 262 Altmetric
2016	Efficient vanishing point estimation for unstructured road scenes Published In International Conference on Digital Image Computing: Techniques and Applications (DICTA) Pages 1 - 6 Altmetric
2016	Indoor scene reconstruction for through-the-wall radar imaging using low-rank and sparsity constraints Published In 2016 IEEE Radar Conference (RadarConf) Pages 1 - 4 Altmetric
2016	Intra-hour and hourly demand forecasting using selective order autoregressive model Published In IEEE International Conference on Power System Technology (POWERCON) Pages 1 - 6 Altmetric
2016	Radar imaging of stationary indoor targets using joint low-rank and sparsity constraints Published In 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Pages 1412 - 1416 Altmetric
2016	Variational inference for infinite mixtures of sparse Gaussian processes through KL-correction Published In 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Pages 2579 - 2583 Altmetric
2015	A tensor-based subspace wall clutter mitigation method for through-the-wall radar imaging Published In Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on Pages 2449 - 2453 Altmetric
2015	Depth image super resolution using internal and e ternal information Published In Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on Pages 1206 - 1210 Altmetric
2015	Invariant image recognition under projective deformations: an image normalization approach Published In 2015 Visual Communications and Image Processing (VCIP) Pages 1 - 4 Altmetric
2015	Multi-view TWRI scene reconstruction using a joint Bayesian sparse approximation model Published In Conference on Compressive Sensing IV Pages 948405-1 - 948405-10 Altmetric
2015	Multi-view indoor scene reconstruction from compressed through-wall radar measurements using a joint Bayesian sparse representation Published In Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on Pages 2419 - 2423 Altmetric
2015	Video classification based on spatial gradient and optical flow descriptors Published In Digital Image Computing: Techniques and Applications (DICTA), 2015 International Conference on Pages 1 - 8 Altmetric
2015	Violent scene detection using a super descriptor tensor decomposition Published In Digital Image Computing: Techniques and Applications (DICTA), 2015 International Conference on Pages 1 - 8 Altmetric
2015	Wall clutter mitigation using HOSVD in through-the-wall radar imaging with compressed sensing Published In IEEE International Conference on Digital Signal Processing (DSP) Pages 85 - 89 Altmetric
2014	Affine-invariant scene categorization Published In IEEE International Conference on Image Processing Pages 1031 - 1035 Altmetric
2014	Characterizing voltage sags and swells using three-phase voltage ellipse parameters Published In Industry Applications Society Annual Meeting, 2014 IEEE Pages 1 - 9 Altmetric
2014	Crowd behavior recognition using dense trajectories Published In Digital lmage Computing: Techniques and Applications (DlCTA), 2014 International Conference on Pages 1 - 7 Altmetric
2014	Enhanced wall clutter mitigation for compressed through-the-wall radar imaging using joint Bayesian sparse signal recovery Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014) Pages 7804 - 7808 Altmetric
2014	Multi-polarization through-the-wall radar imaging using joint bayesian compressed sensing Published In IEEE 19th International Conference on Digital Signal Processing (DSP) Pages 783 - 788 Altmetric
2014	Multi-stage compressed sensing and wall clutter mitigation for through-the-wall radar image formation Published In 2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM) Pages 489 - 492 Altmetric
2014	Pedestrian lane detection in unstructured environments for assistive navigation Published In 2014 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2014 Pages 1 - 8 Altmetric
2013	A Gaussian-Rayleigh mixture modeling approach for through-the-wall radar image segmentation Published In ICASSP 2012: IEEE International Conference on Acoustics, Speech and Signal Processing Pages 877 - 880 Altmetric
2013	A compressed sensing method for complex-valued signals with application to through-the-wall radar imaging Published In Proceedings of the 38th International Conference on Acoustics, Speech, and Signal Processing Pages 2144 - 2148 Altmetric
2013	A new scheme for no reference image quality assessment Published In 2012 3rd International Conference on Image Processing Theory, Tools and Applications, IPTA 2012 Pages 270 - 274
2013	A short length window-based method for islanding detection in distributed generation Published In 2012 Annual International Joint Conference on Neural Networks (IJCNN) Pages 1 - 6 Altmetric
2013	Adaptive autoregressive logarithmic search for 3D human tracking Published In AVSS 2012: 9th IEEE International Conference on Advanced Video and Signal-Based Surveillance Pages 343 - 348 Altmetric
2013	An approach for assessing the effectiveness of multiple features based SVM method for islanding detection of distributed generation Published In Industry Applications Society Annual Meeting Pages 1 - 9 Altmetric
2013	An image-based approach for classification of human micro-doppler radar signatures Published In Proceedings of SPIE - Active and Passive Signatures IV Pages 873406-1 - 873406-12 Altmetric
2013	An improved SVD-based wall clutter mitigation method for through-the-wall radar imaging Published In IEEE 14th Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2013) Pages 425 - 429 Altmetric
2013	Automatic classification of human motions using Doppler radar Published In 2012 Annual International Joint Conference on Neural Networks (IJCNN) Pages 1 - 6 Altmetric
2013	Compressed sensing-based frequency selection for classification of ground penetrating radar signals Published In ICASSP 2012: IEEE International Conference on Acoustics, Speech and Signal Processing Pages 3377 - 3380 Altmetric
2013	Depth image super-resolution using multi-dictionary sparse representation Published In 20th IEEE International Conference on Image Processing (ICIP 2013) Pages 957 - 961 Altmetric
2013	Enhanced through-the-wall radar imaging using bayesian compressive sensing Published In Proceedings of SPIE - Compressive Sensing II Pages 87170I-1 - 87170I-12 Altmetric
2013	Pedestrian lane detection for assistive navigation of blind people Published In 21st International Conference on Pattern Recognition (ICPR 2012) Pages 2594 - 2597
2013	Pedestrian lane detection for the visually impaired Published In 2012 International Conference on Digital Image Computing Techniques and Applications, DICTA 2012 Pages 1 - 6 Altmetric
2013	Scene segmentation and pedestrian classification from 3-D range and intensity images Published In ICME 2012: IEEE International Conference on Multimedia and Expo Pages 103 - 108 Altmetric
2013	Segmentations of through-the-wall radar images Published In 2012 IEEE Radar Conference: Ubiquitous Radar, RADARCON 2012 Pages 647 - 652 Altmetric
2011	A reduced reference image quality metric based on feature fusion and neural networks Published In 19th European Signal Processing Conference, EUSIPCO 2011 Pages 589 - 593
2011	A two-stage image fusion method for enhanced through-the-wall radar target detection Published In 2011 IEEE Radar Conference Pages 643 - 647 Altmetric
2011	Adaptive regularization for multiple image restoration using an extended total variations approach Published In 2011 18th IEEE International Conference on Image Processing, ICIP 2011 Pages 697 - 700 Altmetric
2011	An SVD-based approach for mitigating wall reflections in through-the-wall radar imaging Published In 2011 IEEE Radar Conference: In the Eye of the Storm, RadarCon'11 Pages 519 - 524 Altmetric
2011	Automatic left ventricle detection in echocardiographic images for deformable contour initialization Published In 33rd Annual International Conference of the IEEE EMBS Pages 7215 - 7218 Altmetric
2011	Multiple-measurement vector model and its application to through-the-wall radar imaging Published In Proceedings of 2011 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) Pages 2672 - 2675 Altmetric
2011	Optical flow estimation using sparse gradient representation Published In 2011 18th IEEE International Conference on Image Processing, ICIP 2011 Pages 2681 - 2684 Altmetric
2011	Pedestrian sensing using time-of-flight range camera Published In IEEE CVPR 2011: IEEE Conference on Computer Vision and Pattern Recognition Pages 43 - 48 Altmetric
2011	Sparse signal decomposition for ground penetrating radar Published In 2011 IEEE Radar Conference Pages 453 - 457 Altmetric
2011	Wall clutter mitigation based on eigen-analysis in through-the-wall radar imaging Published In 2011 17th International Conference on Digital Signal Processing (DSP) Pages 1 - 8 Altmetric
2010	A compressive sensing approach to image restoration Published In Digital Image Computing: Techniques and Applications Pages 111 - 115 Altmetric
2010	A particle swarm optimization algorithm based on orthogonal design Published In IEEE World Congress on Computational Intelligence Pages 593 - 599 Altmetric
2010	A training algorithm for sparse LS-SVM using compressive sampling Published In IEEE International Conference on Acoustics, Speech, and Signal Processing Pages 2054 - 2057 Altmetric
2010	Adaptive regularization for image restoration using a variational inequality approach Published In International Conference on Image Processing Pages 2513 - 2516 Altmetric
2010	Automatic classification of GPR signals Published In International Conference on Ground Penetrating Radar Pages 1 - 6 Altmetric
2010	Automatic human motion classification from Doppler spectrograms Published In International Workshop Cognitive Information Processing Pages 237 - 242 Altmetric
2010	Automatic parameter selection for feature-enhanced radar image restoration Published In IEEE Radar Conference Pages 001123 - 001127 Altmetric
2010	Automatic recognition of smiling and neutral facial expressions Published In Digital Image Computing: Techniques and Applications Pages 581 - 586 Altmetric
2010	Dimensionality reduction using compressed sensing and its application to a large-scale visual recognition task Published In IEEE World Congress on Computational Intelligence Pages 1607 - 1614 Altmetric
2010	Efficient SVM training with reduced weighted samples Published In IEEE World Congress on Computational Intelligence Pages 1764 - 1768 Altmetric
2010	Fast digital optical flow estimation based on EMD Published In European Workshop on Visual Information Processing Pages 155 - 158
2010	Feature selection for facial expression recognition Published In European Workshop on Visual Information Processing Pages 35 - 39 Altmetric
2010	Fuzzy logic-based image fusion for multi-view through-the-wall radar Published In Digital Image Computing: Techniques and Applications Pages 423 - 428 Altmetric
2010	Improved facial expression recognition with trainable 2-D filters and support vector machines Published In International Conference on Pattern Recognition Pages 3732 - 3735 Altmetric
2010	Improved learning in grid-to-grid neural network via clustering Published In IEEE World Congress on Computational Intelligence Pages 2318 - 2324 Altmetric
2010	Markov random fields for abnormal behavior detection on highways Published In European Workshop on Visual Information Processing Pages 149 - 154 Altmetric
2010	Motion estimation with adaptive regularization and neighborhood dependent constraint Published In Digital Image Computing: Techniques and Applications Pages 387 - 392 Altmetric
2010	Multi-resolution mean-shift algorithm for vector quantization Published In Data Compression Conference Pages 523 - 523 Altmetric
2010	Multi-view through-the-wall radar imaging using compressed sensing Published In 18th European Signal Processing Conference, EUSIPCO 2010 Pages 1429 - 1433
2010	On the analysis of background subtraction techniques using Gaussian mixture models Published In IEEE International Conference on Acoustics, Speech, and Signal Processing Pages 4042 - 4045 Altmetric
2010	Wavelet based nonlocal-means super-resolution for video sequences Published In International Conference on Image Processing Pages 2817 - 2820 Altmetric
2009	A car detection system based on hierarchical visual features Published In IEEE Symposium on Computational intelligence for Multimedia Signal and Vision Processing Pages 35 - 40 Altmetric
2009	A neural network pruning approach based on compressive sampling Published In International Joint Conference on Neural Networks 2009 Pages 3428 - 3435 Altmetric
2009	Reduced training of convolutional neural networks for pedestrian detection Published In International Conference on Information Technology and Applications Pages 61 - 66
2009	Vehicle tracking using projective particle filter Published In IEEE International Conference on Advanced Video and Signal Based Surveillance Pages 7 - 12 Altmetric
2008	A VHDL design for PCA Published In CDES 2008: Proceedings of the 2008 International Conference on Computer Design Pages 207 - 210
2008	A VHDL design for PCA Published In International Conference on Computer Design Pages 207 - 210
2008	A biologically inspired visual pedestrian detection system Published In IEEE International Joint Conference on Neural Networks Pages 704 - 710 Altmetric
2008	A compact CMOS face detection architecture based on shunting inhibitory convolutional neural networks Published In International Symposium on Electronic Design, Test and Applications Pages 374 - 377 Altmetric
2008	A supervised learning approach for imbalanced data sets Published In International Conference on Pattern Recognition Pages 1 - 4 Altmetric
2008	Efficient supervised learning with reduced training exemplars Published In IEEE International Joint Conference on Neural Networks Pages 2980 - 2986 Altmetric
2008	FPGA implementation of a predictive vector quantization image compression algorithm for image sensor applications Published In International Symposium on Electronic Design, Test and Applications Pages 431 - 434 Altmetric
2008	Local estimation of displacement density for abnormal behavior detection Published In Workshop on Machine Learning for Signal Processing Pages 386 - 391 Altmetric
2008	Vehicle tracking by non-drifting mean-shift using projective Kalman filter Published In International IEEE Conference on Intelligent Transportation Systems Pages 61 - 66 Altmetric
2007	A nonlinear feature extractor for texture segmentation Published In International Conference on Image Processing Pages II-37 - II-40 Altmetric
2007	Detecting people in images: An edge density approach Published In International Conference on Acoustics, Speech, and Signal Processing Pages 1229 - 1232 Altmetric

Editor Of

Book
- Proceedings of the 2008 International Conference on Intelligent Sensors, Sensor Networks, and Information Processing . Piscataway, NJ. 2008

Investigator On

Year	Title
2019 - 2023	ATR and Data Fusion for Improvised Threat Detection Awarded by: Defence Science and Technology Group Funding Scheme: Defence Innovation Network PhD Project
2019 - 2021	A Novel Non-GPS Based Positioning, Navigation and Timing Solution for Reconnaissance Missions Awarded by: Defence Innovation Network (DIN) Funding Scheme: Pilot Projects
2019 - 2021	Assistive Micro-Navigation for Vision Impaired People Awarded by: Australian Research Council (ARC) Funding Scheme: Discovery Projects
2019	Big Crowd Data Analytics using Bayesian Inference and Deep Learning Awarded by: Qatar National Research Fund Funding Scheme: National Priorities Research Program
2018 - 2019	Classification of Sonar Snapshot Images for Autonomous Underwater Vehicle On-board Processing Awarded by: Defence Innovation Network (DIN) Funding Scheme: Pilot Projects
2015	Enhanced Through-Wall Imaging using Bayesian Compressive Sensing Awarded by: Australian Research Council (ARC) Funding Scheme: Discovery Projects
2014	Dynamic Visual Scene Gist Recognition using a Probabilistic Inference Framework Awarded by: Australian Research Council (ARC) Funding Scheme: Discovery Projects
2009	Robust Beamforming for Radar Imaging Awarded by: Australian Research Council (ARC) Funding Scheme: Linkage International
2007	Advanced processing for through-the-wall radar imaging Awarded by: Australian Research Council (ARC) Funding Scheme: Discovery Projects

Impact Story

Underwater Mine Detection with Sonar Imaging
Summary
Underwater mines are a cost-effective tool in asymmetric warfare and are commonly used to block shipping lanes and restrict naval operations. The aim of this research is develop an automatic system based on sonar imaging for locating naval mines and then recognizing their various types. It involves investigating the latest advances in deep learning and artificial intelligence for object detection, image segmentation, and image classification. This on-going research, supported by the NSW Defence Innovation Network (DIN), is conducted in collaboration with Defence and Science Technology Group (DSTG) and a defence software company. The research team includes Assoc. Prof. Son Lam Phung (CI, Technical Lead, Principal Supervisor), Mr Hoang Thanh Le (PhD Student), Mr Luca Russo (PhD student), Dr. Thi N. A. Nguyen (Associate Research Fellow), Senior Prof. Salim Bouzerdoum (CI), Prof. Christian Ritz (CI), and Dr. Le Chung Tran (CI). In this project, we have developed a deep learning-based tool for underwater mine detection. Further discussions are in progress to apply the project outcomes. Publication: H. T. Le, S. L. Phung, P. B. Chapple, A. Bouzerdoum, C. H. Ritz, L. C. Tran, "Deep Gabor neural network for automatic detection of mine-like objects in sonar imagery," IEEE Access, vol. 8, no. 1, pp. 94126-94139, 2020.

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Assistive Navigation Tools for Vision Impaired People
Summary
Over 250 million people worldwide and 380,000 people in Australia suffer from visual impairment. The aim of the project is to develop, based on deep learning and artificial intelligence technologies, a portable electronic tool that enables a vision-impaired user to perform micro-navigation tasks. The targeted tasks include locating the pedestrian path in crowded scenes, evading obstacles and hazards, and recognising relevant landmarks. The technologies developed in this project can be adopted for road safety, self-driving vehicles, and autonomous robots. This project is funded by an ARC Discovery Project DP190100607, titled "Assistive Micro-Navigation for Project for Vision Impaired People" (2019-2021). It is one of five national projects highlighted in the Ministerial Media Release on 27 Nov 2018 <a href="https://www.arc.gov.au/news-publications/media/media-releases/funding-world-leading-research" target="_blank" rel="noopener">(link)</a>. The research team includes blind volunteers, Assoc. Prof. Son Lam Phung (CI), Senior Prof. Salim Bouzerdoum (CI), Dr Thi N. A. Nguyen (Associate Research Fellow), and a number of PhD/MPhil students.This on-going research has received the Best Recognition Paper Award at the International Conference on Digital Image Computing: Techniques and Applications (DICTA) in 2014, and the Highly Commended Award at the Canon Extreme Imaging Competition in 2012. Recently, we have reached a project milestone by successfully developing a deep learning-based tool to locate the pedestrian path for the blind. This tool is published in IEEE TNNLS which has an impact factor of 11.68 and ranks second in 134 computer science and AI journals.Publication: T. N. A. Nguyen, S. L. Phung, and A. Bouzerdoum, "Hybrid deep learning-Gaussian process network for pedestrian lane detection in unstructured scenes," IEEE Transactions on Neural Networks and Learning Systems, 2020. <a href="https://ieeexplore.ieee.org/document/8998354" target="_blank" rel="noopener">(URL)</a>

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Advisees

Graduate Advising Relationship

Degree	Research Title	Advisee
Doctor of Philosophy	Correcting Susceptibility Artifacts in High-resolution Brain Magnetic Resonance Imaging	Duong, Soan
Doctor of Philosophy	Dynamic Scene Recognition	Peng, Xiaoming
Doctor of Philosophy	Deep Learning Algorithms for Image and Signal Processing Applications	Le Hoang, Thanh
Doctor of Philosophy	Depth Perception from a Single Colour Image	Thompson, Joshua
Master of Philosophy - EIS	Depth Estimation with Deep Learning for Assistive Navigation	Phan, Steve

Orcid Id

http://orcid.org/0000-0002-9163-0045 (confirmed)

Overview

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Impact Story

Underwater Mine Detection with Sonar Imaging

Assistive Navigation Tools for Vision Impaired People

Supervision

Advisees

Graduate Advising Relationship

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Overview

Research Areas

Publications

Selected Publications

Journal Article

Chapter

Conference Paper

Editor Of

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Funding

Investigator On

Impact

Impact Story

Underwater Mine Detection with Sonar Imaging

Assistive Navigation Tools for Vision Impaired People

Supervision

Advisees

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