Dr Duc Thanh Nguyen

STAFF PROFILE

Position

Lecturer in Computer Science

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Melbourne Burwood Campus

Contact

duc.nguyen@deakin.edu.au
+61 3 524 79506

Publications

Filter by

2020

LCD: learned cross-domain descriptors for 2D-3D matching

Quang-Hieu Pham, Mikaela Uy, Binh-Son Hua, Duc Nguyen, Gemma Roig, Sai-Kit Yeung

(2020), pp. 11856-11864, AAAI-20 : Proceedings of the Thirty-fourth AAAI Conference on Artificial Intelligence, New York, N.Y., E1

conference
2019

An empirical study on prediction of population health through social media

Hung Nguyen, Thin Nguyen, Duc Nguyen

(2019), Journal of biomedical informatics, Amsterdam, The Netherlands, C1

journal article

Real-time progressive 3D semantic segmentation for indoor scenes

Q Pham, B Hua, D Nguyen, S Yeung

(2019), pp. 1089-1098, WACV 2019 : Proceedings of the 19th IEEE Winter Conference on Applications of Computer Vision, Waikoloa Village, Hi., E1

conference

JSIS3D: Joint semantic-instance segmentation of 3D point clouds with multi-task pointwise networks and multi-value conditional random fields

Q Pham, D Nguyen, B Hua, G Roig, S Yeung

(2019), Vol. 2019-June, pp. 8819-8828, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, CA, USA, E1

conference

Revisiting point cloud classification: A new benchmark dataset and classification model on real-world data

Mikaela Uy, Quang-Hieu Pham, Binh-Son Hua, Duc Nguyen, Sai-Kit Yeung

(2019), pp. 1588-1597, ICCV 2019 : Proceedings of the 2019 IEEE International Conference on Computer Vision, Seoul, Korea, E1

conference

Estimating county health indices using graph neural networks

H Nguyen, D Nguyen, T Nguyen

(2019), Vol. 1127, pp. 64-76, AusDM 2019 : Proceedings of the 17th Australasian Data Mining Conference 2019, Adelaide, S. Aust., E1

conference

SPDF: set probabilistic distance features for prediction of population health outcomes via social media

H Nguyen, D Nguyen, T Nguyen

(2019), Vol. 1127, pp. 54-63, AusDM 2019 : Proceedings of the 17th Australasian Conference on Data Mining 2019, Adelaide, S. Aust., E1

conference
2018

A robust 3D-2D interactive tool for scene segmentation and annotation

T Nguyen, B Hua, L Yu, S Yeung

(2018), Vol. 24, pp. 3005-3018, IEEE transactions on visualization and computer graphics, Piscataway, N.J., C1

journal article

Using spatiotemporal distribution of geocoded Twitter data to predict US county-level health indices

T Nguyen, M Larsen, B O'Dea, H Nguyen, D Nguyen, J Yearwood, D Phung, S Venkatesh, H Christensen

(2018), pp. 1-9, Future generation computer systems, Amsterdam, The Netherlands, C1

journal article

Improving chamfer template matching using image segmentation

D Nguyen, N Vu, T Do, T Nguyen, J Yearwood

(2018), Vol. 25, pp. 1635-1639, IEEE signal processing letters, Piscataway, N.J., C1

journal article

Urban zoning using higher-order Markov random fields on multi-view imagery data

T Feng, Q Truong, D Nguyen, J Koh, L Yu, A Binder, S Yeung

(2018), Vol. 11212, pp. 627-644, ECCV 2018 : Proceedings of the European Conference on Computer Vision, Munich, Germany, E1

conference

Jointly predicting affective and mental health scores using deep neural networks of visual cues on the web

H Nguyen, V Nguyen, T Nguyen, M Larsen, B O Dea, D Nguyen, T Le, D Phung, S Venkatesh, H Christensen

(2018), Vol. 11234, pp. 100-110, WISE 2018 : Web Information Systems Engineering, Dubai, UAE, E1

conference

SHREC'18: RgB-D object-to-CAD retrieval

Q Pham, M Tran, W Li, S Xiang, H Zhou, W Nie, A Liu, Y Su, M Tran, N Bui, T Do, T Ninh, T Le, A Dao, V Nguyen, M Do, A Duong, B Hua, L Yu, D Nguyen, S Yeung

(2018), pp. 45-52, 3DOR: Proceedings of the 11th Eurographics Workshop on 3D Object Retrieval 2018, Delft, The Netherlands, E1

conference
2017

Kernel-based features for predicting population health indices from geocoded social media data

T Nguyen, M Larsen, B O'Dea, D Nguyen, J Yearwood, D Phung, S Venkatesh, H Christensen

(2017), Vol. 102, pp. 22-31, Decision Support Systems, Amsterdam, The Netherlands, C1

journal article

Detection of ground parrot vocalisation: a multiple instance learning approach

D Nguyen, P Ogunbona, W Li, E Tasker, J Yearwood

(2017), Vol. 142, Journal of acoustical society of America, Melville, N.Y., C1

journal article

Prediction of population health indices from social media using kernel-based textual and temporal features

T Nguyen, D Nguyen, M Larsen, B O'Dea, J Yearwood, Q Phung, S Venkatesh, H Christensen

(2017), pp. 99-107, WWW 2017 : Proceedings of the 26th International World Wide Web Conference 2017, Perth, W.A., E1

conference

RGB-D to CAD retrieval with objectNN dataset

B Hua, Q Truong, M Tran, Q Pham, A Kanezaki, T Lee, H Chiang, W Hsu, B Li, Y Lu, H Johan, S Tashiro, M Aono, M Tran, V Pham, H Nguyen, V Nguyen, Q Tran, T Phan, B Truong, M Do, A Duong, L Yu, D Nguyen, S Yeung

(2017), pp. 25-32, 3DOR 17 : Proceedings of the 2017 Eurographics Workshop on 3D Object Retrieval, Lyon, France, E1

conference
2016

Human detection from images and videos: a survey

D Nguyen, W Li, P Ogunbona

(2016), Vol. 51, pp. 148-175, Pattern recognition, Amsterdam, The Netherlands, C1-1

journal article

A field model for repairing 3D shapes

D Nguyen, B Hua, M Tran, Q Pham, S Yeung

(2016), pp. 5676-5684, CVPR 2016: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Seattle, Wash., E1

conference

SceneNN: a scene meshes dataset with aNNotations

B Hua, Q Pham, D Nguyen, M Tran, L Yu, S Yeung

(2016), pp. 92-101, 3DV 2016 : Proceedings of the 4th International Conference on 3D Vision 2016, Stanford, California, E1-1

conference

Binary hashing with semidefinite relaxation and augmented lagrangian

Do Thanh-Toan, Doan Anh-Dzung, D Nguyen, Cheung Ngai-Man

(2016), Vol. 9906, pp. 802-817, ECCV '16 : Proceedings of the 14th European Conference on Computer Vision, Amsterdam, The Netherlands, E1-1

conference
2015

Dietary assessment on a mobile phone using image processing and pattern recognition techniques: algorithm design and system prototyping

Yasmine Probst, Duc Nguyen, Minh Tran, Wanqing Li

(2015), Vol. 7, pp. 6128-6138, Nutrients, Basel, Switzerland, C1-1

journal article

An MRF-poselets model for detecting highly articulated humans

Duc Nguyen, Minh-Khoi Tran, Sai-Kit Yeung

(2015), pp. 1967-1975, ICCV 2015 : Proceedings of the IEEE International Conference on Computer Vision, Santiago, Chile, E1-1

conference
2014

mHealth diet and nutrition guidance

Yasmine Probst, Duc Nguyen, Megan Rollo, Wanqing Li

(2014), pp. 65-82, mHealth multidisciplinary verticals, Boca Raton, Fla., B1-1

book chapter

Food image classification using local appearance and global structural information

Duc Nguyen, Zhimin Zong, Philip Ogunbona, Yasmine Probst, Wanqing Li

(2014), Vol. 140, pp. 242-251, Neurocomputing, Amsterdam, The Netherlands, C1-1

journal article

Discriminative key pose extraction using extended LC-KSVD for action recognition

Lijuan Zhou, Wanqing Li, Yuyao Zhang, Philip Ogunbona, Duc Nguyen, Hanling Zhang

(2014), DICTA 2014 : International Conference on Digital Image Computing: Techniques and Applications, Wollongong, N.S.W., E1-1

conference

A novel chamfer template matching method using variational mean field

Duc Nguyen

(2014), pp. 2425-2432, CVPR 2014 : IEEE Conference on Computer Vision and Pattern Recognition, Columbus, Ohio, E1-1

conference
2013

A novel shape-based non-redundant local binary pattern descriptor for object detection

Duc Nguyen, Philip Ogunbona, Wanqing Li

(2013), Vol. 46, pp. 1485-1500, Pattern recognition, Amsterdam, The Netherlands, C1-1

journal article

Inter-occlusion reasoning for human detection based on variational mean field

Duc Nguyen, Wanqing Li, Philip Ogunbona

(2013), Vol. 110, pp. 51-61, Neurocomputing, Amsterdam, The Netherlands, C1-1

journal article
2011

Smoke detection in videos using Non-Redundant Local Binary Pattern-based features

Hongda Tian, Wanqing Li, Philip Ogunbona, Duc Nguyen, Ce Zhan

(2011), 2011 IEEE 13th International Workshop on Multimedia Signal Processing, E1-1

conference

Detecting humans under occlusion using variational mean field method

Duc Nguyen, Philip Ogunbona, Wanqing Li

(2011), 2011 18th IEEE International Conference on Image Processing, E1-1

conference

Human detection with contour-based local motion binary patterns

Duc Nguyen, Philip Ogunbona, Wanqing Li

(2011), 2011 18th IEEE International Conference on Image Processing, E1-1

conference
2010

On the Combination of Local Texture and Global Structure for Food Classification

Zhimin Zong, Duc Nguyen, Philip Ogunbona, Wanqing Li

(2010), 2010 IEEE International Symposium on Multimedia, E1-1

conference

Human detection using local shape and Non-Redundant binary patterns

Duc Nguyen, Wanqing Li, Philip Ogunbona

(2010), 2010 11th International Conference on Control Automation Robotics & Vision, E1-1

conference

Object detection using Non-Redundant Local Binary Patterns

Duc Nguyen, Zhimin Zong, Philip Ogunbona, Wanqing Li

(2010), 2010 IEEE International Conference on Image Processing, E1-1

conference
2009

A part-based template matching method for multi-view human detection

Duc Nguyen, Wanqing Li, Philip Ogunbona

(2009), 2009 24th International Conference Image and Vision Computing New Zealand, E1-1

conference

A novel template matching method for human detection

Nguyen Duc Thanh, Wanqing Li, Philip Ogunbona

(2009), 2009 16th IEEE International Conference on Image Processing (ICIP), E1-1

conference

An Improved Template Matching Method for Object Detection

Duc Nguyen, Wanqing Li, Philip Ogunbona

(2009), Asian Conference on Computer Vision, Xian, China, E1-1

conference

Human detection based on weighted template matching

Thanh Nguyen Duc, Philip Ogunbona, Wanqing Li

(2009), 2009 IEEE International Conference on Multimedia and Expo, E1-1

conference
2008

A rotation method for binary document images using DDA algorithm

Duc Nguyen

(2008), Proceeding of the eighth ACM symposium on Document engineering - DocEng '08, E1-1

conference

A robust document skew estimation algorithm using mathematical morphology

Duc Nguyen, Dai Vo, Tu Nguyen, Thuy Nguyen

(2008), pp. 496-503, ICTAI 2007 : Proceedings of the 19th IEEE International Conference on Tools with Artificial Intelligence, Patras, Greece, E1-1

conference
2007

Solving timetabling problem using genetic and heuristic algorithms

Duc Nguyen

(2007), pp. 472-477, ACIS SNPD 2007 : Proceedings of the 8th International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing, Qingdao, China, E1-1

conference

Funded Projects at Deakin

Industry and Other Funding

Heartrac - Improving Heart Health and Wellbeing

Prof Kon Mouzakis, Prof Rajesh Vasa, A/Prof Mohamed Abdelrazek, A/Prof Andrew Cain, A/Prof Gery Karantzas, Dr Duc Thanh Nguyen

  • 2018: $330,000
  • 2017: $205,000

Other Funding Sources

ERP 22 - Ecosystem Resilience - Technological Advances.

Prof Don Driscoll, A/Prof Euan Ritchie, Dr Tim Doherty, Prof Abbas Kouzani, Dr Duc Thanh Nguyen

  • 2020: $20,000
  • 2019: $70,000

Supervisions

Associate Supervisor
2020

Dinh Hung Nguyen

Thesis entitled: Machine Learning Approaches for Population Health Analytics through Social Media

Doctor of Philosophy (Information Technology), Applied Artificial Intel Ins