Research output per year
Research output per year
Personal profile
Biography
Du Huynh obtained her Bachelors Degree with honours in Computer Science and her PhD both from UWA. After lecturing at Murdoch University for five years, she returned to UWA as a Senior Lecturer. She is currently with the Department of CSSE in the School of Physics, Mathematics and Computing. Her research interests include Computer Vision, Machine Learning, Object Detection, Visual Tracking, Image Processing, and Pattern Recognition.
Research and funding overview
Du Huynh's research interests include: automated on-line analysis in mineral ore processing, video surveillance over constrained networks, 3D human pose recognition from videos, multiple object tracking in videos, pedestrian trajectory prediction, video analytics in intelligent transportation systems, detection and classification of surgical instruments, bone cells, and other small objects from images.
Du Huynh has received 3 best paper awards for her research (ICPR2014, Kenneth Clarke Journal Award 2019, and AusDM2022). She is the finalist of the Excellence in Research and Development Award 2020 for her research in automated traffic video analytics and the finalist of the 21st WaiTTA Award for the Innovation category in 2012.
Her research has attracted over $3M research funding from the Australian Research Council (1 DP and 2 LPs), local companies, and the Australian Government. She is a Chief Investigator in the WA node for the Australian Centre for Quantum Growth, which has received $18M funding from the Australian Government for 2024-2027.
Other research activities include:
- Executive Guest Editor in the Computer Vision and Image Understanding journal for the Special Issue on the Best Papers from the 2022 DICTA Conference.
- Co-Guest Editor in the Electronics journal for the special issue on Application of Time Series Analysis and Forecasting in Computer Science 2023-2024.
- Editorial Board member of Journal on Artificial Intelligence since 2023 (https://www.techscience.com/jai/editors).
- Academic Editor of the PLOS One journal since 2018.
- Program Co-Chair for the Digital Imaging Computing: Techniques and Applications (DICTA) conference 2022.
- Area Chair for the 5th Chinese Conference on Pattern Recognition and Computer Vision (PRCV) 2022.
- Serving on the Technical Program Committee for many international conferences. Some recent ones include: WACV (2021-2024), ICCPR (2020-2024), VISAPP (2023,2024), IEISC (2022,2023), MLIS (2019-2024), DICTA (2012-2019, 2021, 2023), PRCV (2023,2024), PRICAI (2021,2023,2024), AIPR (2024), ACL (2024).
- Organizing Committee Chair for DICTA 2012.
- Detailed Assessor for DP, LP, LIEF, and DECRA grant proposals for the Australian Research Council since 2009.
Teaching overview
Passionate about her teaching, Du Huynh has taken the lead to develop and teach a few medium to large units including Computer Vision, Machine Learning, Graphics and Animation, Software Engineering, Computer Analysis And Visualisation, and Java Programming.
Admins overview
Du Huynh is on a 0.8 FTE appointment (since 2010) in UWA. From 2013 onward, she has been the Graduate Research Coordinator (GRC) of the Department of CSSE since 2013. Through her role, she has mentored many HDR students. She is a Level 3 (most senior) Supervisor and is the Viva Voce Chair for a PhD thesis in 2022.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Research expertise keywords
- 3D reconstruction
- Computer vision
- Image and signal processing
- Motion capture
- Pattern recognition
- Shape from motion
- Video image analysis
- Visual tracking
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Are Graph Embeddings the Panacea?
Sun, Q., Huynh, D. Q., Reynolds, M. & Liu, W., 2024, Advances in Knowledge Discovery and Data Mining - 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2024, Proceedings. Yang, D-N., Xie, X., Tseng, V. S., Pei, J., Huang, J-W. & Lin, J. C-W. (eds.). Springer Science + Business Media, p. 405-417 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14646 LNAI).Research output: Chapter in Book/Conference paper › Conference paper › peer-review
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Graph Embeddings for Non-IID Data Feature Representation Learning
Sun, Q., Liu, W., Huynh, D. & Reynolds, M., 2022, Data Mining - 20th Australasian Conference, AusDM 2022, Proceedings. Park, L. A. F., Simoff, S., Gomes, H. M., Doborjeh, M., Boo, Y. L., Koh, Y. S., Zhao, Y. & Williams, G. (eds.). Springer Science + Business Media, p. 43-57 15 p. (Communications in Computer and Information Science; vol. 1741 CCIS).Research output: Chapter in Book/Conference paper › Conference paper › peer-review
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A Vision-Based Pipeline for Vehicle Counting, Speed Estimation, and Classification
Liu, C., Huynh, D., Sun, C., Reynolds, M. & Atkinson, S., 1 Dec 2021, In: IEEE Transactions on Intelligent Transportation Systems. 22, 12, p. 7547-7560 14 p.Research output: Contribution to journal › Article › peer-review
40 Citations (Scopus) -
Hashtag Recommendation Methods for Twitter and Sina Weibo: A Review
Datta, A., Huynh, D. & Alsini, A., 25 May 2021, In: Future Internet. 13, 5, 19 p., 129.Research output: Contribution to journal › Review article › peer-review
Open Access9 Citations (Scopus) -
PoPPL: Pedestrian Trajectory Prediction by LSTM With Automatic Route Class Clustering
Xue, H., Huynh, D. & Reynolds, M., Jan 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 1, p. 77-90 14 p., 9031707.Research output: Contribution to journal › Article › peer-review
44 Citations (Scopus)
Datasets
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UWA 3D Multiview Activity II Dataset
Rahmani, H. R. (Creator), Mahmood, A. M. (Creator), Huynh, D. (Creator) & Mian, A. (Creator), IEEE DataPort, 28 Mar 2023
DOI: 10.21227/pqkd-es33, https://ieee-dataport.org/documents/uwa-3d-multiview-activity-ii-dataset
Dataset
Projects
- 7 Finished
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Program 2 Project 37 - Honey pollen assessment - Novel methodologies for pollen detection
Silva, D., Reynolds, M., Zawierta, M., Huynh, D. & Tripathi, D.
Cooperative Research Centre for Honey Bee Products
1/07/19 → 30/06/22
Project: Research
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Drone Video Analytics for Short-Term Traffic Prediction
Sun, C., Reynolds, M., Huynh, D., Hassan, M. & Biermann, S.
1/05/19 → 31/03/20
Project: Research
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Assessment of feasibility and benefits of video analytics as applied to video footage from existing Main Roads WA cameras
Reynolds, M., Huynh, D., Sun, C. & Liu, C.
1/01/18 → 31/12/18
Project: Research
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Suzanne Cavanagh ECI Grant - Safety and Quality: More accurate prostate radiotherapy treatments
Rowshan Farzad, P., Ebert, M., Bydder, S., Tang, C., Braunl, T. & Huynh, D.
1/01/15 → 31/12/15
Project: Research
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Scalable Robust Video Surveillance Over Constrained Networks
Moran, W., Huynh, D. & La Scala, B.
ARC Australian Research Council
31/12/07 → 31/12/11
Project: Research
Activities
- 2 Consultancy/collaboration
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Motion profile calculation of objects on a conveyor belt
Du Huynh (Consultant)
Jan 2019 → Mar 2019Activity: Industry and government engagement/consultancy › Consultancy/collaboration
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Calibration of laser trackers for a robot arm
Du Huynh (Consultant) & Neville Fowkes (Consultant)
Oct 2018 → Jan 2019Activity: Industry and government engagement/consultancy › Consultancy/collaboration