• The University of Western Australia (M002), 35 Stirling Highway,

    6009 Perth

    Australia

  • 820 Citations
  • 14 h-Index
1992 …2020
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Research Output 1992 2020

  • 820 Citations
  • 14 h-Index
  • 46 Conference paper
  • 19 Article
  • 3 Software
  • 1 Doctoral Thesis
2020
1 Citation (Scopus)

A Comparative Review of Recent Kinect-based Action Recognition Algorithms

Wang, L., Huynh, D. & Koniusz, P., 2020, In : IEEE Transactions on Image Processing. 29, p. 15-28 13 p.

Research output: Contribution to journalArticle

Computer vision
Cameras
Experiments
Deep learning
2019
3 Citations (Scopus)

A quest for a one-size-fits-all neural network: Early prediction of students at risk in online courses

Monllao Olive, D., Huynh, D., Reynolds, M., Dougiamas, M. & Wiese, D., 15 Apr 2019, In : IEEE Transactions on Learning Technologies. p. 171-183 13 p.

Research output: Contribution to journalArticle

neural network
Students
Neural networks
student
learning

A supervised learning framework: using assessment to identify students at risk of dropping out of a MOOC

Monllaó Olivé, D., Huynh, D. Q., Reynolds, M., Dougiamas, M. & Wiese, D., 24 May 2019, In : Journal of Computing in Higher Education.

Research output: Contribution to journalArticle

learning
student
educational setting
management
neural network
1 Citation (Scopus)

Community aware personalized hashtag recommendation in social networks

Alsini, A., Datta, A., Huynh, D. Q. & Li, J., 1 Jan 2019, Data Mining - 16th Australasian Conference, AusDM 2018 : Revised Selected Papers. Zhao, Y., Warwick, G., Stirling, D., Li, C-T., Koh, Y. S., Islam, R. & Islam, Z. (eds.). Springer-Verlag Berlin, p. 216-227 12 p. (Communications in Computer and Information Science; vol. 996).

Research output: Chapter in Book/Conference paperConference paper

Personalized Recommendation
Social Networks
Recommendations
Community Detection
Topology
21 Downloads (Pure)

Hallucinating IDT Descriptors and I3D Optical Flow Features for Action Recognition with CNNs

Wang, L., Koniusz, P. & Huynh, D., Oct 2019, Proceedings of the 2019 International Conference on Computer Vision. IEEE, Institute of Electrical and Electronics Engineers, 12 p.

Research output: Chapter in Book/Conference paperConference paper

Open Access
Optical flows
Trajectories
Fusion reactions
Tuning
Pipelines
1 Citation (Scopus)

Location-Velocity Attention for Pedestrian Trajectory Prediction

Xue, H., Huynh, D. & Reynolds, M., 4 Mar 2019, 2019 IEEE Winter Conference on Applications of Computer Vision. USA: IEEE, Institute of Electrical and Electronics Engineers, p. 2038–2047 10 p. 8659060. (Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019).

Research output: Chapter in Book/Conference paperConference paper

Trajectories

Loss Switching Fusion with Similarity Search for Video Classification

Wang, L., Huynh, D. Q. & Mansour, M. R., Sep 2019, 2019 IEEE International Conference on Image Processing (ICIP). Taiwan: IEEE, Institute of Electrical and Electronics Engineers, p. 974-978 5 p.

Research output: Chapter in Book/Conference paperConference paper

Open Access
Fusion reactions
Video streaming
Industry

Pedestrian tracking and stereo matching of tracklets for autonomous vehicles

Xue, H., Huynh, D. Q. & Reynolds, M., 2019, 2019 IEEE 89th Vehicular Technology Conference, VTC Spring 2019 - Proceedings. IEEE, Institute of Electrical and Electronics Engineers, 8746329. (IEEE Vehicular Technology Conference; vol. 2019-April).

Research output: Chapter in Book/Conference paperConference paper

Stereo Matching
Autonomous Vehicles
Trajectories
Trajectory
Pipelines

Pedestrian Trajectory Prediction Using A Social Pyramid

Xue, H., Huynh, D. & Reynolds, M., 2019, PRICAI 2019: Trends in Artificial Intelligence. Nayak, A. C. & Sharma, A. (eds.). Springer International Publishing, Vol. 11671. p. 439-453 14 p. (Lecture Notes in Computer Science).

Research output: Chapter in Book/Conference paperConference paper

Trajectories
3 Citations (Scopus)

Quantum algorithm for visual tracking

Yu, C. H., Gao, F., Liu, C., Huynh, D., Reynolds, M. & Wang, J., 2019, In : Physical Review A (Atomic, Molecular and Optical Physics). 99, 2, 022301.

Research output: Contribution to journalArticle

optical tracking
computer vision
classifiers
ridges
regression analysis

Urban Area Vehicle Re-Identification With Self-Attention Stair Feature Fusion and Temporal Bayesian Re-Ranking

Liu, C., Huynh, D. & Reynolds, M., 2019, International Joint Conference on Neural Networks (IJCNN). Budapest: IEEE, Institute of Electrical and Electronics Engineers, 8 p.

Research output: Chapter in Book/Conference paperConference paper

Stairs
Fusion reactions
Color
2018
2 Citations (Scopus)

A supervised learning framework for learning management systems

Monllao Olive, D., Huynh, D., Reynolds, M., Dougiamas, M. & Wiese, D., 2018, Proceedings of the First International Conference on Data Science, E-learning and Information Systems. Lara, J. A. (ed.). New York: Association for Computing Machinery (ACM), p. 1-18 18

Research output: Chapter in Book/Conference paperConference paper

1 Citation (Scopus)

MLC positioning verification for small fields: a new investigation into automatic EPID-based verification methods

Hiatt, J., Mukwada, G., Barnes, M., Riis, H. L., Huynh, D. & Rowshanfarzad, P., Dec 2018, In : Australasian Physical and Engineering Sciences in Medicine. 41, 4, p. 945-955

Research output: Contribution to journalArticle

Full width at half maximum
Imaging techniques
Equipment and Supplies
Radiotherapy
Radiosurgery
4 Citations (Scopus)

Multiple Pedestrian Tracking from Monocular Videos in an Interacting Multiple Model Framework

Jiang, Z. & Huynh, D. Q., 2018, In : IEEE Transactions on Image Processing. 27, 3, p. 1361-1375 15 p.

Research output: Contribution to journalArticle

Detectors
Cameras
Color
Experiments
27 Citations (Scopus)

SS-LSTM: A Hierarchical LSTM Model for Pedestrian Trajectory Prediction

Xue, H., Huynh, D. & Reynolds, M., May 2018, 2018 IEEE Winter Conference on Applications of Computer Vision (WACV). IEEE, Institute of Electrical and Electronics Engineers, p. 1186-1194 9 p. 8354239

Research output: Chapter in Book/Conference paperConference paper

Trajectories
Deep learning
2 Citations (Scopus)
Finite automata
Computer vision
Experiments
2017
7 Citations (Scopus)

Bi-Prediction: Pedestrian Trajectory Prediction Based on Bidirectional LSTM Classification

Xue, H., Huynh, D. & Reynolds, M., 2017, 2017 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2017, Sydney, Australia, November 29 - December 1, 2017. United States: IEEE, Institute of Electrical and Electronics Engineers, 8 p.

Research output: Chapter in Book/Conference paperConference paper

Trajectories
Intelligent robots
Planning
3 Citations (Scopus)

Empirical Analysis of Factors Influencing Twitter Hashtag Recommendation on Detected Communities

Alsini, A., Datta, A., Li, J. & Huynh, D., 2017, Advanced Data Mining and Applications : 13th International Conference, ADMA 2017 Singapore, November 5–6, 2017 Proceedings. Cong, G., Peng, W-C., Zhang, W. E., Li, C. & Sun, A. (eds.). Cham: Springer, p. 119-131 13 p. (Lecture Notes in Artificial Intelligence; vol. 10604).

Research output: Chapter in Book/Conference paperConference paper

Learning Variance Kernelized Correlation Filters for Robust Visual Object Tracking

Liu, C., Huynh, D. & Reynolds, M., 2017, 2017 International Conference on Digital Image Computing: Techniques and Applications (DICTA). United States: IEEE, Institute of Electrical and Electronics Engineers

Research output: Chapter in Book/Conference paperConference paper

Computer vision
Lighting

Part-based data association for visual tracking

Jiang, Z., Huynh, D. Q., Zhang, J. & Wu, Q., 21 Dec 2017, 2017 International Conference on Digital Image Computing: Techniques and Applications (DICTA). United States: IEEE, Institute of Electrical and Electronics Engineers, p. 1-8 8 p.

Research output: Chapter in Book/Conference paperConference paper

Target tracking
Color
Detectors
2016
6 Citations (Scopus)
10 Downloads (Pure)

Constrained metric learning by permutation inducing isometries

Bosveld, J., Mahmood, A., Huynh, D. & Noakes, L., 2016, In : IEEE Transactions on Image Processing. 25, 1, p. 92-103

Research output: Contribution to journalArticle

Learning algorithms
Logistics
Face recognition
Clustering algorithms
Railroad cars
24 Citations (Scopus)

Discriminative human action classification using locality-constrained linear coding

Rahmani, H., Huynh, D., Mahmood, A. & Mian, A., 2016, In : Pattern Recognition Letters. 72, p. 62-71

Research output: Contribution to journalArticle

57 Citations (Scopus)

Histogram of Oriented Principal Components for Cross-View Action Recognition

Rahmani, H., Mahmood, A., Huynh, D. & Mian, A., 1 Dec 2016, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 38, 12, p. 2430-2443 14 p., 7415989.

Research output: Contribution to journalArticle

Action Recognition
Principal Components
Eigenvalues and eigenfunctions
Histogram
Descriptors
2015
14 Citations (Scopus)

Estimating physical activity energy expenditure with the kinect sensor in an exergaming environment

Nathan, D., Huynh, D., Rubenson, J. & Rosenberg, M., 2015, In : PLoS One. 10, 5, p. 1-22

Research output: Contribution to journalArticle

Open Access
games
Jacks
energy expenditure
physical activity
Energy Metabolism
2014
19 Citations (Scopus)

Action classification with locality-constrained linear coding

Rahmani, H., Mahmood, A., Huynh, D. & Mian, A., 2014, Proceedings - International Conference on Pattern Recognition. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. N/A. p. 3511-3516

Research output: Chapter in Book/Conference paperConference paper

Logistics
Classifiers
74 Citations (Scopus)

HOPC: Histogram of Oriented Principal Components of 3D pointclouds for action recognition

Rahmani, H., Mahmood, A., Huynh, D. & Mian, A., 2014, Computer Vision – ECCV 2014. ECCV 2014. Lecture Notes in Computer Science. Switzerland: Springer, Vol. 8690 LNCS. p. 742-757

Research output: Chapter in Book/Conference paperConference paper

Detectors
75 Citations (Scopus)

Real time action recognition using histograms of depth gradients and random decision forests

Rahmani, H., Mahmood, A., Huynh, D. & Mian, A., 2014, IEEE Winter Conference on Applications of Computer Vision, WACV 2014. USA: IEEE, Institute of Electrical and Electronics Engineers, p. 626-633

Research output: Chapter in Book/Conference paperConference paper

Processing
8 Citations (Scopus)

Unsupervised change detection based on robust chi-squared transform for bitemporal remotely sensed images

Shi, A., Huynh, D., Huang, F., Shen, S., Lu, W. & Ma, Z., 2014, In : International Journal of Remote Sensing. 35, 21, p. 7555-7566

Research output: Contribution to journalArticle

transform
pixel
detection method
matrix
method
2013
5 Citations (Scopus)

3D Human Pose Tracking using Gaussian Process Regression and Particle Filter applied to gait analysis of Parkinson's Disease patients

Sedai, S., Bennamoun, M., Huynh, D., El-Sallam, A., Foo, S., Alderson, J. & Lind, C., 2013, Proceedings of the 2013 IEEE 8th Conference on Industrial Electronics and Applications (ICIEA). New Jersey, USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. n/a. p. 1636-1642

Research output: Chapter in Book/Conference paperConference paper

21 Citations (Scopus)
10 Downloads (Pure)

A Gaussian process guided particle filter for tracking 3d human pose in video

Sedai, S., Bennamoun, M. & Huynh, D., 2013, In : IEEE Transactions on Image Processing. 22, 11, p. 4286-4300

Research output: Contribution to journalArticle

Supervised learning
Gaussian distribution
Annealing
Experiments
6 Citations (Scopus)

Combining Background Subtraction and Temporal Persistency in Pedestrian Detection from Static Videos

Jiang, Z., Huynh, D., Moran, W. & Challa, S., 2013, 2013 IEEE International Conference on Image Processing (ICIP 2013) Proceedings. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 4141-4145

Research output: Chapter in Book/Conference paperConference paper

11 Citations (Scopus)

Discriminative fusion of shape and appearance features for human pose estimation

Sedai, S., Bennamoun, M. & Huynh, D., 2013, In : Pattern Recognition. 46, 12, p. 3223-3237

Research output: Contribution to journalArticle

Fusion reactions
2012
1 Citation (Scopus)

Boosted particle swarm optimization of Gabor filter feature vector

Bosveld, J. & Huynh, D., 2012, Digital Image Computing: Techniques and Applications. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 1-7

Research output: Chapter in Book/Conference paperConference paper

2011
12 Citations (Scopus)

Appearance and motion based data association for pedestrian tracking

Jiang, Z., Huynh, D., Moran, W. & Challa, S., 2011, Image and Vision Computing New Zealand Conference 2011 Proceedings. New Zealand: The University of New Zealand, Vol. 0. p. 459-464

Research output: Chapter in Book/Conference paperConference paper

4 Citations (Scopus)

Evaluating Shape and Appearance Descriptors for 3D Human Pose Estimation

Sedai, S., Bennamoun, M. & Huynh, D., 2011, Proceedings of the 2011 6th IEEE Conference on Industrial Electronics & Applications. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. Single. p. 287-292

Research output: Chapter in Book/Conference paperConference paper

4 Citations (Scopus)

Supervised particle filter for tracking 2D human pose in monocular video

Sedai, S., Huynh, D. & Bennamoun, M., 2011, 2011 IEEE Workshop on Applications of Computer Vision (WACV 2011) . United States: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 367-373

Research output: Chapter in Book/Conference paperConference paper

11 Citations (Scopus)

Tracking pedestrians using smoothed colour histograms in an interacting multiple model framework

Jiang, Z., Huynh, D., Moran, W. & Challa, S., 2011, 2011 18th IEEE International Conference on Image Processing. Piscataway, NJ: IEEE, Institute of Electrical and Electronics Engineers, p. 2316-2364

Research output: Chapter in Book/Conference paperConference paper

Upper Body Detection in Unconstrained Still Images

Wong, W., Huynh, D. & Bennamoun, M., 2011, 2011 6TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA). USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. Single. p. 287-292

Research output: Chapter in Book/Conference paperConference paper

Detectors
Electric fuses
Computer vision
Lighting
2010

Localised Fusion of Shape and Appearance Features for 3D Human Pose Estimation

Sedai, S., Bennamoun, M. & Huynh, D., 2010, Proceedings of the British Machine Vision Conference 2010. Labrosse, F., Zwiggelaar, R., Liu, Y. & Tiddeman, B. (eds.). Aberystwyth UK ed. http://dx.doi.org/10.5244/C.24.51: BMVA Press, Vol. 1. p. 1-10

Research output: Chapter in Book/Conference paperConference paper

20 Citations (Scopus)

Multiple Pedestrian Tracking using Colour and Motion Models

Jiang, Z., Huynh, D., Moran, W., Challa, S. & Spadaccini, N., 2010, Proceedings - 2010 Digital Image Computing: Techniques and Applications. Zhang, J., Shen, C., Geers, G. & Wu, Q. (eds.). Sydney Australia ed. California USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 328-334

Research output: Chapter in Book/Conference paperConference paper

1 Citation (Scopus)

Probabilistic Human Pose Recovery from 2D Images

Flitti, F., Bennamoun, M., Huynh, D. & Owens, R., 2010, Proceedings of 2010 IEEE 17th International Conference on Image Processing. Siu, W-C. (ed.). Hong Kong ed. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 1517-1520

Research output: Chapter in Book/Conference paperConference paper

2009
2 Citations (Scopus)

3D Human Pose Estimation from Static Images Using Local Features and Discriminative Learning

Sedai, S., Flitti, F., Bennamoun, M. & Huynh, D., 2009, Image Analysis and Recognition, Proceedings. Kamel, M. & Campilho, A. (eds.). Halifax, Canada ed. Berlin Heidelberg, Germany: Springer, Vol. 5627. p. 327-336

Research output: Chapter in Book/Conference paperConference paper

1 Citation (Scopus)

An EM approach to mineral analysis using natural gamma rays

Moran, B., Huynh, D., Wang, X., Edwards, M., Harris, A. & La Scala, B. F., 2009, In : Digital Signal Processing. 19, 5, p. 793-808

Research output: Contribution to journalArticle

Gamma rays
Minerals
Detectors
Thorium
Bismuth
14 Citations (Scopus)

Context-based Appearance Descriptor for 3D Human Pose estimation from Monocular Images

Sedai, S., Bennamoun, M. & Huynh, D., 2009, DICTA 2009. Shi, H., Zhang, Y. & Bottema, M. (eds.). Melbourne, Australia ed. Australia: IEEE, Institute of Electrical and Electronics Engineers, Vol. NA. p. 484-491

Research output: Chapter in Book/Conference paperConference paper

17 Citations (Scopus)

Evaluation of Three Local Descriptors on Low Resolution Images for Robot Navigation

Huynh, D., Saini, A. & Liu, W., 2009, 2009 24th International Conference Image and Vision Computing New Zealand. Bailey, D. (ed.). New Zealand ed. New Zealand: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 113-118

Research output: Chapter in Book/Conference paperConference paper

3 Citations (Scopus)

Frequency Estimation of Musical Signals using STFT and Multitapers

Huynh, D., 2009, Proceedings of the 6th International Symposium on Image and Signal Processing and Analysis. Zinterhof, P., Loncaric, S., Uhl, A. & Carini, A. (eds.). Salzburg, Austria ed. Austria: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 34-39

Research output: Chapter in Book/Conference paperConference paper

234 Citations (Scopus)

Metrics for 3D Rotations: Comparison and Analysis

Huynh, D., 2009, In : Journal of Mathematical Imaging and Vision. 35, 2, p. 155-164

Research output: Contribution to journalArticle

Metric
Rotation matrix
Invariant Metric
computer graphics
quaternions

Probabilistic Satellite Image Fusion

Flitti, F., Bennamoun, M., Huynh, D., Bermak, A. & Collet, C., 2009, Computer Analysis of Images and Patterns. Jiang, X. & Petkov, N. (eds.). Munster, Germany ed. Berlin Heidelberg, Germany: Springer, Vol. 5702. p. 410-418

Research output: Chapter in Book/Conference paperConference paper

2008
1 Citation (Scopus)

On-Belt Analysis of Minerals using Naturally Occurring Gamma Radiation

Moran, B., Huynh, D., Edwards, M., Harris, A., Wang, X. & La Scala, B., 2008, Proceedings 2008 IEEE International Conference on Acoustics, Speech, and Signal Processing. Sayed, A. H. (ed.). Las Vegas, Nevada, U.S.A. ed. U.S.A: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 3669-3672

Research output: Chapter in Book/Conference paperConference paper

Recursive Structure and Motion Estimation Noisy Uncalibrated Video Sequences

Huynh, D. & Heyden, A., 2008, Proceedings of IEEE 19th International Conference on Pattern Recognition. Ejiri, M., Kasturi, R. & Baja, G. S. D. (eds.). Tampa, Florida, U.S.A ed. IEEE Xplore: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 5 pages

Research output: Chapter in Book/Conference paperConference paper