Ogunbona, Philip

Top Publications

Year	Title
2014	Smoke detection in video: an image separation approach Published in International Journal of Computer Vision
2012	A phase-sensitive approach to filtering on the sphere Published in IEEE Transactions on Signal Processing
2013	A novel shape-based non-redundant local binary pattern descriptor for object detection Published in Pattern Recognition
2013	Measuring the degree of face familiarity based on extended NMF Published in ACM Transactions on Applied Perception
2012	Local representation of faces through extended NMF Published in Electronics Letters

Research Areas

Research Overview

My research interest is real-life problems that can be framed in the context of image and signal processing, machine learning and computer vision. Application areas of interest include human action recognition; medical image and signal processing; digital watermarking; and food security. I am also interested in developing mathematical tools that push the frontier of knowledge in my research field. Some current projects include: human posture recognition; food crop diseases recognition and classification; photopletismography; epilepsy seizure detection and classification; smart fabric; and digital antenna.

Available as Research Supervisor

Available for Collaborative Projects

Member Of

Australian Computer Society Fellow

Selected Publications

Journal Article

Year	Title
2020	A real-time webcam-based method for assessing upper-body postures Published In Machine Vision and Applications
2020	Jointly Learning Visual Poses and Pose Lexicon for Semantic Action Recognition Published In IEEE Transactions on Circuits and Systems for Video Technology
2020	Recent advances in transfer learning for cross-dataset visual recognition: A problem-oriented perspective Published In ACM Computing Surveys
2020	Tuning the Parameters for Precision Matrix Estimation Using Regression Analysis Published In IEEE Access
2020	Unsupervised domain adaptation: A multi-task learning-based method Published In Knowledge-Based Systems
2020	Fluorescence Molecular Tomography Reconstruction of Small Targets Using Stacked Auto-Encoder Neural Networks Published In IEEE Access
2020	Shape-based filter for micro-aneurysm detection Published In Computers and Electrical Engineering
2020	Supervised domain generalization for integration of disparate scalp EEG datasets for automatic epileptic seizure detection Published In Computers in Biology and Medicine
2019	A real-time webcam-based method for assessing upper-body postures Published In Machine Vision and Applications
2019	Jointly Learning Visual Poses and Pose Lexicon for Semantic Action Recognition Published In IEEE Transactions on Circuits and Systems for Video Technology
2019	Recent advances in transfer learning for cross-dataset visual recognition: A problem-oriented perspective Published In ACM Computing Surveys
2019	Tuning the Parameters for Precision Matrix Estimation Using Regression Analysis Published In IEEE Access
2019	Unsupervised domain adaptation: A multi-task learning-based method Published In Knowledge-Based Systems
2018	A large scale RGB-D dataset for action recognition Published In Lecture Notes in Computer Science
2018	A singular K-space model for fast reconstruction of magnetic resonance images from undersampled data Published In Medical and Biological Engineering and Computing
2018	Depth Pooling Based Large-Scale 3-D Action Recognition with Convolutional Neural Networks Published In IEEE Transactions on Multimedia
2018	Measurement of surface parameters of three-dimensional braided composite preform based on curvature scale space corner detector Published In Textile Research Journal
2018	RGB-D-based human motion recognition with deep learning: A survey Published In Computer Vision and Image Understanding
2018	Semidefinite programming solution of economic dispatch problem with non-smooth, non-convex cost functions Published In Electric Power Systems Research
2017	A Diffeomorphic Demons Approach to Statistical Shape Modeling Published In Optics and Laser Technology
2017	Automatic non-proliferative diabetic retinopathy screening system based on color fundus image Published In BioMedical Engineering OnLine
2017	Detection and Separation of Smoke from Single Image Frames Published In IEEE Transactions on Image Processing
2017	Detection of ground parrot vocalisation: A multiple instance learning approach Published In Journal of the Acoustical Society of America
2017	Economic-emission Dispatch With Semidefinite Programming And Rational Function Approximations Published In Facta Universitatis-series Mathematics And Informatics
2017	Semantic action recognition by learning a pose lexicon Published In Pattern Recognition
2017	Statistical shape model building method using surface registration and model prototype Published In Optics and Laser Technology
2016	Action Recognition From Depth Maps Using Deep Convolutional Neural Networks Published In IEEE Transactions on Human-Machine Systems
2016	Human detection from images and videos: a survey Published In Pattern Recognition
2016	Learning discriminative Bayesian networks from high-dimensional continuous neuroimaging data Published In IEEE Transactions on Pattern Analysis and Machine Intelligence
2016	RGB-D-based action recognition datasets: a survey Published In Pattern Recognition
2016	Smart fabrics and networked clothing: recent developments in CNT-based fibers and their continual refinement Published In IEEE Consumer Electronics Magazine
2014	Economic-emission dispatch problem: A semi-definite programming approach Published In Applied Energy
2014	Food image classification using local appearance and global structural information Published In Neurocomputing
2014	Max-margin based learning for discriminative Bayesian network from neuroimaging data Published In Lecture Notes in Computer Science
2014	Smoke detection in video: an image separation approach Published In International Journal of Computer Vision
2013	A novel shape-based non-redundant local binary pattern descriptor for object detection Published In Pattern Recognition
2013	Inter-occlusion reasoning for human detection based on variational mean field Published In Neurocomputing
2013	Measuring the degree of face familiarity based on extended NMF Published In ACM Transactions on Applied Perception
2012	A phase-sensitive approach to filtering on the sphere Published In IEEE Transactions on Signal Processing
2012	Local representation of faces through extended NMF Published In Electronics Letters
2012	Private fingerprint matching Published In Lecture Notes in Computer Science
2011	Local intensity distribution descriptor for object detection Published In Electronics Letters
2011	Semi-supervised maximum a posteriori probability segmentation of brain tissues from dual-echo magnetic resonance scans using incomplete training data Published In IET Image Processing
2010	An improved template matching method for object detection Published In Lecture Notes in Computer Science
2008	A real-time facial expression recognition system for online games Published In International Journal of Computer Games Technology
2008	An efficient iterative algorithm for image thresholding Published In Pattern Recognition Letters
2007	Visual information processing and content management: an overview Published In International Journal of Information and Systems Sciences
1997	A lossless hybrid shape-adaptive image coder Published In Journal of Computing and Information Technology
1995	Comment: Simple space-varying least squares model for lossless medical image compression Published In Electronics Letters

Book

Year	Title
2010	Illumination invariant face detection using classifier fusion Publisher Europe

Chapter

Year	Title
2014	Support Vector Machines for neuroimage analysis: Interpretation from discrimination Published In Support Vector Machines Applications Publisher Germany
2010	Human action recognition with expandable graphical models Published In Machine Learning for Human Motion Analysis: Theory and Practice
2009	Human action recognition with expandable graphical models Published In Machine Learning for Human Motion Analysis: Theory and Practice Publisher IGI Global

Conference Paper

Year	Title
2020	Breathing and Heartrate Monitoring System using IR-UWB Radar Published In 13th International Conference on Signal Processing and Communication Systems (ICSPCS)
2020	Modelling Context and Syntactical Features for Aspect-based Sentiment Analysis
2019	Breathing and Heartrate Monitoring System using IR-UWB Radar Published In 13th International Conference on Signal Processing and Communication Systems (ICSPCS)
2018	An Improved 3D Surface Reconstruction Method Based on Three Wavelength Phase Shift Profilometry Published In Artificial Intelligence and Robotics: 2nd International Symposium on Artificial Intelligence and Robotics
2018	An efficient non-contact heart rate measurement based on CIELab color space Published In International Conference on Biological Information and Biomedical Engineering, BIBE 2018
2018	Cooperative training of deep aggregation networks for rgB-D action recognition Published In 32nd AAAI Conference on Artificial Intelligence, AAAI 2018
2018	Cross-validated bandwidth selection for precision matrix estimation Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings
2018	Importance Weighted Adversarial Nets for Partia Domain Adaptation Published In 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
2018	K-core graph-based retinal vascular registration Published In ICBEB 2018 Proceedings of the 2nd International Conference on Biomedical Engineering and Bioinformatics
2017	Investigation of different skeleton features for CNN-based 3D action recognition Published In 2017 IEEE International Conference on Multimedia and Expo Workshops, ICMEW 2017
2017	Joint geometrical and statistical alignment for visual domain adaptation Published In 30th IEEE Conference on Computer Vision and Pattern Recognitio, (CVPR 2017)
2017	Scene flow to action map: A new representation for RGB-D based action recognition with convolutional neural networks Published In Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017
2017	Statistical Shape Model Generation Using Diffeomorphic Surface Registration Published In ICBIP 2017: Proceedings of the 2nd International Conference on Biomedical Signal and Image Processing
2017	Weakly structured information aggregation for upper-body posture assessment using ConvNets Published In IEEE International Conference on Multimedia and Expo (ICME)
2016	Large-scale Continuous Gesture Recognition Using Convolutional Neural Networks Published In Proceedings - 23rd International Conference on Pattern Recognition (ICPR)
2016	Large-scale Isolated Gesture Recognition using Convolutional Neural Networks Published In Proceedings - 23rd International Conference on Pattern Recognition (ICPR)
2016	Learning a pose lexicon for semantic action recognition Published In 2016 IEEE International Conference on Multimedia and Expo (ICME)
2016	Learning structured dictionary based on inter-class similarity and representative margins Published In 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
2015	ConvNets-based action recognition from depth maps through virtual cameras and pseudocoloring Published In Proceedings of the 23rd ACM international conference on Multimedia
2015	Creating Simplified 3D Models with High Quality Textures Published In 2015 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2015
2015	Single image smoke detection Published In Lecture Notes in Computer Science: Computer Vision - ACCV 2014: 12th Asian Conference on Computer Vision Singapore
2014	Discriminative key pose extraction using extended LC-KSVD for action recognition Published In 2014 International Conference on digital Image Computing: Techniques and Applications, DICTA 2014
2014	Discriminative sparse inverse covariance matrix: Application in brain functional network classification Published In 2014 IEEE Conference on Computer Vision and Pattern Recognition
2014	Estimating the magnitude of method bias on account of text similarity using a natural language processing-based technique Published In 35th International Conference on Information Systems "Building a Better World Through Information Systems", ICIS 2014
2014	Estimating the magnitude of method bias on account of text similarity using a natural language processing-based technique Published In 35th International Conference on Information Systems "Building a Better World Through Information Systems", ICIS 2014
2014	Max-margin based learning for discriminative Bayesian network from neuroimaging data Published In The 17th International Conference on Medical Image Computing and ComputerAssisted Intervention (MICCAI 2014)
2014	Mining mid-level features for action recognition based on effective skeleton representation Published In 2014 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2014
2013	Discriminative brain effective connectivity analysis for Alzheimer's disease: A kernel learning approach upon sparse gaussian bayesian network Published In IEEE Conference on Computer Vision and Pattern Recognition
2013	Pathological gait detection of Parkinson's disease using sparse representation Published In 2013 International Conference on Digital Image Computing: Techniques and Applications
2012	A novel video-based smoke detection method using image separation Published In ICME 2012: IEEE International Conference on Multimedia and Expo
2012	Measuring face familiarity and its application to face recognition Published In 2012 IEEE Workshop on the Applications of Computer Vision, WACV 2012
2011	Age estimation based on extended non-negative matrix factorization Published In 13rd IEEE International Workshop on Multimedia Signal Processing, MMSP 2011
2011	Detecting humans under occlusion using variational mean field method Published In 18th IEEE International Conference on Image Processing, ICIP 2011
2011	Human detection with contour-based local motion binary patterns Published In 18th IEEE International Conference on Image Processing, ICIP 2011
2011	Smoke detection in videos using non-redundant local binary pattern-based features Published In 13rd IEEE International Workshop on Multimedia Signal Processing, MMSP 2011
2010	Finding distinctive facial areas for face recognition Published In International Conference on Control, Automation, Robotics and Vision
2010	Head pose estimation based on extended non-negative matrix factorization Published In 25th International Conference of Image and Vision Computing New Zealand, IVCNZ 2010
2010	Human detection using local shape and non-redundant binary patterns Published In International Conference on Control, Automation, Robotics and Vision
2010	Object detection using non-redundant local Binary Patterns Published In Proceedings of 2010 IEEE 17th International Conference on Image Processing
2010	On the combination of local texture and global structure for food classification Published In International Symposium on Multimedia
2009	A novel template matching method for human detection Published In International Conference on Image Processing
2009	A part-based template matching method for multi-view human detection Published In International Conference Image and Vision Computing New Zealand
2009	Face detection using generalised integral image features Published In International Conference on Image Processing
2009	Face recognition from single sample based on human face perception Published In International Conference Image and Vision Computing New Zealand
2009	Greedy approximation of kernel PCA by minimizing the mapping error Published In 2009 Digital Image Computing: Techniques and Applications
2009	Human detection based on weighted template matching Published In IEEE International Conference on Multimedia and Expo
2009	Kernel PCA of HOG features for posture detection Published In International Conference: Image and Vision Computing New Zealand
2008	Illumination invariant face detection using classifier fusion Published In Pacific-Rim Conference on Multimedia: Advances in Multimedia Information Processing
2007	A maximum likelihood watermark decoding scheme Published In IEEE International Conference on Multimedia and Expo
2007	A novel multi-image query techniques for automatic query concept capture Published In International Conference on Information Technology and Applications
2007	Emotional states control for on-line game avatars Published In Conference on Applications, Technologies, Architectures, and Protocols for Computer CommunicationsNetGames '07 Proceedings of the 6th ACM SIGCOMM workshop on Network and system support for games
2007	Face to face communications in multiplayer online games: a real-time system Published In Human-Computer Interaction International Conference
2007	Human motion simulation and action corpus Published In Digital human modeling: Lecture Notes in Computer Science
2007	Perceived similarity and visual descriptions in content-based image retrieval Published In Proceedings ISM Workshops 2007 9th IEEE International Symposium on Multimedia - Workshops
2007	Perceived similarity and visual descriptions in content-based image retrieval Published In The IEEE International Symposium on Multimedia
2007	Real-time facial feature point extraction Published In Pacific-Rim Conference on Multimedia
2004	An MPEG tolerant authentication system for video data Published In 2004 IEEE International Conference on Multimedia and Expo (ICME)
2004	Visual perceptual process model and object segmentation Published In 2004 7th International Conference on Signal Processing Proceedings, ICSP
2003	A 96 × 64 Intelligent digital pixel array with extended binary stochastic arithmetic Published In Proceedings - IEEE International Symposium on Circuits and Systems
2003	Compression tolerant DCT based image hash Published In Proceedings - 23rd International Conference on Distributed Computing Systems Workshops, ICDCSW 2003
2002	An algorithm for data hiding using median cut segmentation Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2002	Compression performance of JPEG encryption scheme Published In International Conference on Digital Signal Processing, DSP
1999	Region-Based watermarking for images Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
1998	Index compressed residual adaptive Vector Quantisation Published In Proceedings of SPIE - The International Society for Optical Engineering
1995	Compact feature vector for natural texture classification Published In ANZIIS 1995 - Proceedings of the 3rd Australian and New Zealand Conference on Intelligent Information Systems
1994	Coding gain and spatial localisation properties of discrete wavelet transform filter banks for image coding Published In Proceedings - International Conference on Image Processing, ICIP
1994	Comparison of «wavelet» filters and subband analysis structures for still image compression Published In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
1994	Methods of channel-optimised trellis source coding for the AWGN channel Published In IEEE International Symposium on Information Theory - Proceedings

Investigator On

Year	Title
2009	Addressing ICT curriculum recommendations from surveys of academics, workplace graduates and employers Awarded by: Australian Learning & Teaching Council (ALTC) Funding Scheme: Priority Projects Program

Available as Research Supervisor

Advisees

Graduate Advising Relationship

Degree	Research Title	Advisee
Doctor of Philosophy	Acquisition of 3D Shapes of Moving Objects Using Fringe Projection Profilometry	Duan, Chengpu
Doctor of Philosophy	Advanced Antenna System for 5G enabled CubeSats	Theoharis, Yani
Master of Philosophy - EIS	Empirical Study of Deep Neural Network Architectures for Non-Rigid Medical Image Registration	Tian, Chuanhui
Doctor of Philosophy	Object Detection in Images and Videos	Yohanes, Banu
Master of Philosophy - EIS	Deep architectures for object detection	Guerrero Gallegos, Jose Luis
Doctor of Philosophy	Improve Assessing methods in Physical Rehabilitation Exercises using Deep-Learning based Human Motion Analysis	Gunasekara, Shanaka
Doctor of Philosophy	Physics-inspired deep neural networks for computer vision	Rice, Brad

Keywords

Computer vision
Machine learning
Image Processing
Signal Processing
Medical image processing
Food security
Smart fabrics

Located In Facility

Building 3, Room 113

Orcid Id

http://orcid.org/0000-0003-4119-2873 (confirmed)

Top Publications

Year	Title
2014	Smoke detection in video: an image separation approach Published in International Journal of Computer Vision
2012	A phase-sensitive approach to filtering on the sphere Published in IEEE Transactions on Signal Processing
2013	A novel shape-based non-redundant local binary pattern descriptor for object detection Published in Pattern Recognition
2013	Measuring the degree of face familiarity based on extended NMF Published in ACM Transactions on Applied Perception
2012	Local representation of faces through extended NMF Published in Electronics Letters

Research Areas

Research Overview

My research interest is real-life problems that can be framed in the context of image and signal processing, machine learning and computer vision. Application areas of interest include human action recognition; medical image and signal processing; digital watermarking; and food security. I am also interested in developing mathematical tools that push the frontier of knowledge in my research field. Some current projects include: human posture recognition; food crop diseases recognition and classification; photopletismography; epilepsy seizure detection and classification; smart fabric; and digital antenna.

Member Of

Australian Computer Society Fellow

Selected Publications

Journal Article

Year	Title
2020	A real-time webcam-based method for assessing upper-body postures Published In Machine Vision and Applications
2020	Jointly Learning Visual Poses and Pose Lexicon for Semantic Action Recognition Published In IEEE Transactions on Circuits and Systems for Video Technology
2020	Recent advances in transfer learning for cross-dataset visual recognition: A problem-oriented perspective Published In ACM Computing Surveys
2020	Tuning the Parameters for Precision Matrix Estimation Using Regression Analysis Published In IEEE Access
2020	Unsupervised domain adaptation: A multi-task learning-based method Published In Knowledge-Based Systems
2020	Fluorescence Molecular Tomography Reconstruction of Small Targets Using Stacked Auto-Encoder Neural Networks Published In IEEE Access
2020	Shape-based filter for micro-aneurysm detection Published In Computers and Electrical Engineering
2020	Supervised domain generalization for integration of disparate scalp EEG datasets for automatic epileptic seizure detection Published In Computers in Biology and Medicine
2019	A real-time webcam-based method for assessing upper-body postures Published In Machine Vision and Applications
2019	Jointly Learning Visual Poses and Pose Lexicon for Semantic Action Recognition Published In IEEE Transactions on Circuits and Systems for Video Technology
2019	Recent advances in transfer learning for cross-dataset visual recognition: A problem-oriented perspective Published In ACM Computing Surveys
2019	Tuning the Parameters for Precision Matrix Estimation Using Regression Analysis Published In IEEE Access
2019	Unsupervised domain adaptation: A multi-task learning-based method Published In Knowledge-Based Systems
2018	A large scale RGB-D dataset for action recognition Published In Lecture Notes in Computer Science
2018	A singular K-space model for fast reconstruction of magnetic resonance images from undersampled data Published In Medical and Biological Engineering and Computing
2018	Depth Pooling Based Large-Scale 3-D Action Recognition with Convolutional Neural Networks Published In IEEE Transactions on Multimedia
2018	Measurement of surface parameters of three-dimensional braided composite preform based on curvature scale space corner detector Published In Textile Research Journal
2018	RGB-D-based human motion recognition with deep learning: A survey Published In Computer Vision and Image Understanding
2018	Semidefinite programming solution of economic dispatch problem with non-smooth, non-convex cost functions Published In Electric Power Systems Research
2017	A Diffeomorphic Demons Approach to Statistical Shape Modeling Published In Optics and Laser Technology
2017	Automatic non-proliferative diabetic retinopathy screening system based on color fundus image Published In BioMedical Engineering OnLine
2017	Detection and Separation of Smoke from Single Image Frames Published In IEEE Transactions on Image Processing
2017	Detection of ground parrot vocalisation: A multiple instance learning approach Published In Journal of the Acoustical Society of America
2017	Economic-emission Dispatch With Semidefinite Programming And Rational Function Approximations Published In Facta Universitatis-series Mathematics And Informatics
2017	Semantic action recognition by learning a pose lexicon Published In Pattern Recognition
2017	Statistical shape model building method using surface registration and model prototype Published In Optics and Laser Technology
2016	Action Recognition From Depth Maps Using Deep Convolutional Neural Networks Published In IEEE Transactions on Human-Machine Systems
2016	Human detection from images and videos: a survey Published In Pattern Recognition
2016	Learning discriminative Bayesian networks from high-dimensional continuous neuroimaging data Published In IEEE Transactions on Pattern Analysis and Machine Intelligence
2016	RGB-D-based action recognition datasets: a survey Published In Pattern Recognition
2016	Smart fabrics and networked clothing: recent developments in CNT-based fibers and their continual refinement Published In IEEE Consumer Electronics Magazine
2014	Economic-emission dispatch problem: A semi-definite programming approach Published In Applied Energy
2014	Food image classification using local appearance and global structural information Published In Neurocomputing
2014	Max-margin based learning for discriminative Bayesian network from neuroimaging data Published In Lecture Notes in Computer Science
2014	Smoke detection in video: an image separation approach Published In International Journal of Computer Vision
2013	A novel shape-based non-redundant local binary pattern descriptor for object detection Published In Pattern Recognition
2013	Inter-occlusion reasoning for human detection based on variational mean field Published In Neurocomputing
2013	Measuring the degree of face familiarity based on extended NMF Published In ACM Transactions on Applied Perception
2012	A phase-sensitive approach to filtering on the sphere Published In IEEE Transactions on Signal Processing
2012	Local representation of faces through extended NMF Published In Electronics Letters
2012	Private fingerprint matching Published In Lecture Notes in Computer Science
2011	Local intensity distribution descriptor for object detection Published In Electronics Letters
2011	Semi-supervised maximum a posteriori probability segmentation of brain tissues from dual-echo magnetic resonance scans using incomplete training data Published In IET Image Processing
2010	An improved template matching method for object detection Published In Lecture Notes in Computer Science
2008	A real-time facial expression recognition system for online games Published In International Journal of Computer Games Technology
2008	An efficient iterative algorithm for image thresholding Published In Pattern Recognition Letters
2007	Visual information processing and content management: an overview Published In International Journal of Information and Systems Sciences
1997	A lossless hybrid shape-adaptive image coder Published In Journal of Computing and Information Technology
1995	Comment: Simple space-varying least squares model for lossless medical image compression Published In Electronics Letters

Book

Year	Title
2010	Illumination invariant face detection using classifier fusion Publisher Europe

Chapter

Year	Title
2014	Support Vector Machines for neuroimage analysis: Interpretation from discrimination Published In Support Vector Machines Applications Publisher Germany
2010	Human action recognition with expandable graphical models Published In Machine Learning for Human Motion Analysis: Theory and Practice
2009	Human action recognition with expandable graphical models Published In Machine Learning for Human Motion Analysis: Theory and Practice Publisher IGI Global

Conference Paper

Year	Title
2020	Breathing and Heartrate Monitoring System using IR-UWB Radar Published In 13th International Conference on Signal Processing and Communication Systems (ICSPCS)
2020	Modelling Context and Syntactical Features for Aspect-based Sentiment Analysis
2019	Breathing and Heartrate Monitoring System using IR-UWB Radar Published In 13th International Conference on Signal Processing and Communication Systems (ICSPCS)
2018	An Improved 3D Surface Reconstruction Method Based on Three Wavelength Phase Shift Profilometry Published In Artificial Intelligence and Robotics: 2nd International Symposium on Artificial Intelligence and Robotics
2018	An efficient non-contact heart rate measurement based on CIELab color space Published In International Conference on Biological Information and Biomedical Engineering, BIBE 2018
2018	Cooperative training of deep aggregation networks for rgB-D action recognition Published In 32nd AAAI Conference on Artificial Intelligence, AAAI 2018
2018	Cross-validated bandwidth selection for precision matrix estimation Published In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings
2018	Importance Weighted Adversarial Nets for Partia Domain Adaptation Published In 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
2018	K-core graph-based retinal vascular registration Published In ICBEB 2018 Proceedings of the 2nd International Conference on Biomedical Engineering and Bioinformatics
2017	Investigation of different skeleton features for CNN-based 3D action recognition Published In 2017 IEEE International Conference on Multimedia and Expo Workshops, ICMEW 2017
2017	Joint geometrical and statistical alignment for visual domain adaptation Published In 30th IEEE Conference on Computer Vision and Pattern Recognitio, (CVPR 2017)
2017	Scene flow to action map: A new representation for RGB-D based action recognition with convolutional neural networks Published In Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017
2017	Statistical Shape Model Generation Using Diffeomorphic Surface Registration Published In ICBIP 2017: Proceedings of the 2nd International Conference on Biomedical Signal and Image Processing
2017	Weakly structured information aggregation for upper-body posture assessment using ConvNets Published In IEEE International Conference on Multimedia and Expo (ICME)
2016	Large-scale Continuous Gesture Recognition Using Convolutional Neural Networks Published In Proceedings - 23rd International Conference on Pattern Recognition (ICPR)
2016	Large-scale Isolated Gesture Recognition using Convolutional Neural Networks Published In Proceedings - 23rd International Conference on Pattern Recognition (ICPR)
2016	Learning a pose lexicon for semantic action recognition Published In 2016 IEEE International Conference on Multimedia and Expo (ICME)
2016	Learning structured dictionary based on inter-class similarity and representative margins Published In 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
2015	ConvNets-based action recognition from depth maps through virtual cameras and pseudocoloring Published In Proceedings of the 23rd ACM international conference on Multimedia
2015	Creating Simplified 3D Models with High Quality Textures Published In 2015 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2015
2015	Single image smoke detection Published In Lecture Notes in Computer Science: Computer Vision - ACCV 2014: 12th Asian Conference on Computer Vision Singapore
2014	Discriminative key pose extraction using extended LC-KSVD for action recognition Published In 2014 International Conference on digital Image Computing: Techniques and Applications, DICTA 2014
2014	Discriminative sparse inverse covariance matrix: Application in brain functional network classification Published In 2014 IEEE Conference on Computer Vision and Pattern Recognition
2014	Estimating the magnitude of method bias on account of text similarity using a natural language processing-based technique Published In 35th International Conference on Information Systems "Building a Better World Through Information Systems", ICIS 2014
2014	Estimating the magnitude of method bias on account of text similarity using a natural language processing-based technique Published In 35th International Conference on Information Systems "Building a Better World Through Information Systems", ICIS 2014
2014	Max-margin based learning for discriminative Bayesian network from neuroimaging data Published In The 17th International Conference on Medical Image Computing and ComputerAssisted Intervention (MICCAI 2014)
2014	Mining mid-level features for action recognition based on effective skeleton representation Published In 2014 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2014
2013	Discriminative brain effective connectivity analysis for Alzheimer's disease: A kernel learning approach upon sparse gaussian bayesian network Published In IEEE Conference on Computer Vision and Pattern Recognition
2013	Pathological gait detection of Parkinson's disease using sparse representation Published In 2013 International Conference on Digital Image Computing: Techniques and Applications
2012	A novel video-based smoke detection method using image separation Published In ICME 2012: IEEE International Conference on Multimedia and Expo
2012	Measuring face familiarity and its application to face recognition Published In 2012 IEEE Workshop on the Applications of Computer Vision, WACV 2012
2011	Age estimation based on extended non-negative matrix factorization Published In 13rd IEEE International Workshop on Multimedia Signal Processing, MMSP 2011
2011	Detecting humans under occlusion using variational mean field method Published In 18th IEEE International Conference on Image Processing, ICIP 2011
2011	Human detection with contour-based local motion binary patterns Published In 18th IEEE International Conference on Image Processing, ICIP 2011
2011	Smoke detection in videos using non-redundant local binary pattern-based features Published In 13rd IEEE International Workshop on Multimedia Signal Processing, MMSP 2011
2010	Finding distinctive facial areas for face recognition Published In International Conference on Control, Automation, Robotics and Vision
2010	Head pose estimation based on extended non-negative matrix factorization Published In 25th International Conference of Image and Vision Computing New Zealand, IVCNZ 2010
2010	Human detection using local shape and non-redundant binary patterns Published In International Conference on Control, Automation, Robotics and Vision
2010	Object detection using non-redundant local Binary Patterns Published In Proceedings of 2010 IEEE 17th International Conference on Image Processing
2010	On the combination of local texture and global structure for food classification Published In International Symposium on Multimedia
2009	A novel template matching method for human detection Published In International Conference on Image Processing
2009	A part-based template matching method for multi-view human detection Published In International Conference Image and Vision Computing New Zealand
2009	Face detection using generalised integral image features Published In International Conference on Image Processing
2009	Face recognition from single sample based on human face perception Published In International Conference Image and Vision Computing New Zealand
2009	Greedy approximation of kernel PCA by minimizing the mapping error Published In 2009 Digital Image Computing: Techniques and Applications
2009	Human detection based on weighted template matching Published In IEEE International Conference on Multimedia and Expo
2009	Kernel PCA of HOG features for posture detection Published In International Conference: Image and Vision Computing New Zealand
2008	Illumination invariant face detection using classifier fusion Published In Pacific-Rim Conference on Multimedia: Advances in Multimedia Information Processing
2007	A maximum likelihood watermark decoding scheme Published In IEEE International Conference on Multimedia and Expo
2007	A novel multi-image query techniques for automatic query concept capture Published In International Conference on Information Technology and Applications
2007	Emotional states control for on-line game avatars Published In Conference on Applications, Technologies, Architectures, and Protocols for Computer CommunicationsNetGames '07 Proceedings of the 6th ACM SIGCOMM workshop on Network and system support for games
2007	Face to face communications in multiplayer online games: a real-time system Published In Human-Computer Interaction International Conference
2007	Human motion simulation and action corpus Published In Digital human modeling: Lecture Notes in Computer Science
2007	Perceived similarity and visual descriptions in content-based image retrieval Published In Proceedings ISM Workshops 2007 9th IEEE International Symposium on Multimedia - Workshops
2007	Perceived similarity and visual descriptions in content-based image retrieval Published In The IEEE International Symposium on Multimedia
2007	Real-time facial feature point extraction Published In Pacific-Rim Conference on Multimedia
2004	An MPEG tolerant authentication system for video data Published In 2004 IEEE International Conference on Multimedia and Expo (ICME)
2004	Visual perceptual process model and object segmentation Published In 2004 7th International Conference on Signal Processing Proceedings, ICSP
2003	A 96 × 64 Intelligent digital pixel array with extended binary stochastic arithmetic Published In Proceedings - IEEE International Symposium on Circuits and Systems
2003	Compression tolerant DCT based image hash Published In Proceedings - 23rd International Conference on Distributed Computing Systems Workshops, ICDCSW 2003
2002	An algorithm for data hiding using median cut segmentation Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2002	Compression performance of JPEG encryption scheme Published In International Conference on Digital Signal Processing, DSP
1999	Region-Based watermarking for images Published In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
1998	Index compressed residual adaptive Vector Quantisation Published In Proceedings of SPIE - The International Society for Optical Engineering
1995	Compact feature vector for natural texture classification Published In ANZIIS 1995 - Proceedings of the 3rd Australian and New Zealand Conference on Intelligent Information Systems
1994	Coding gain and spatial localisation properties of discrete wavelet transform filter banks for image coding Published In Proceedings - International Conference on Image Processing, ICIP
1994	Comparison of «wavelet» filters and subband analysis structures for still image compression Published In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
1994	Methods of channel-optimised trellis source coding for the AWGN channel Published In IEEE International Symposium on Information Theory - Proceedings

Investigator On

Year	Title
2009	Addressing ICT curriculum recommendations from surveys of academics, workplace graduates and employers Awarded by: Australian Learning & Teaching Council (ALTC) Funding Scheme: Priority Projects Program

Advisees

Graduate Advising Relationship

Degree	Research Title	Advisee
Doctor of Philosophy	Acquisition of 3D Shapes of Moving Objects Using Fringe Projection Profilometry	Duan, Chengpu
Doctor of Philosophy	Advanced Antenna System for 5G enabled CubeSats	Theoharis, Yani
Master of Philosophy - EIS	Empirical Study of Deep Neural Network Architectures for Non-Rigid Medical Image Registration	Tian, Chuanhui
Doctor of Philosophy	Object Detection in Images and Videos	Yohanes, Banu
Master of Philosophy - EIS	Deep architectures for object detection	Guerrero Gallegos, Jose Luis
Doctor of Philosophy	Improve Assessing methods in Physical Rehabilitation Exercises using Deep-Learning based Human Motion Analysis	Gunasekara, Shanaka
Doctor of Philosophy	Physics-inspired deep neural networks for computer vision	Rice, Brad

Keywords

Computer vision
Machine learning
Image Processing
Signal Processing
Medical image processing
Food security
Smart fabrics

Located In Facility

Building 3, Room 113

Orcid Id

http://orcid.org/0000-0003-4119-2873 (confirmed)

Overview

Top Publications

Research Areas

Research Overview

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Research Overview

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Publications

Selected Publications

Journal Article

Book

Chapter

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Graduate Advising Relationship

Background

Keywords

Contact

Located In Facility

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