• 268 Citations
  • 9 h-Index
1989 …2021
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Research Outputs 1989 2019

2019

Adversarial attacks on mobile malware detection

Shahpasand, M., Hamey, L., Vatsalan, D. & Xue, M., 21 Mar 2019, AI4Mobile 2019 - 2019 IEEE 1st International Workshop on Artificial Intelligence for Mobile. Liu, Y., Ma, L., Li, L. & Xue, M. (eds.). Piscataway NJ: Institute of Electrical and Electronics Engineers (IEEE), p. 17-20 4 p. 8672711

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Learning systems
Smartphones
Security of data
Classifiers
Malware

Biomedical concept detection in medical images: MQ-CSIRO at 2019 ImageCLEFmed caption task

Singh, S., Karimi, S., Ho-Shon, K. & Hamey, L., 9 Sep 2019, CLEF 2019 Working Notes: Working Notes of CLEF 2019 - Conferenceand Labs of the Evaluation Forum. Cappellato, L., Ferro, N., Losada, D. E. & Müller, H. (eds.). p. 1-15 15 p. 131. (CEUR Workshop Proceedings; vol. 2380).

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Open Access
File
Radiology
Labels
Classifiers
Neural networks
Imaging techniques

Convolutional neural networks for prostate magnetic resonance image segmentation

Hassanzadeh, T., Hamey, L. G. C. & Ho-Shon, K., 13 Mar 2019, In : IEEE Access. 7, p. 36748-36760 13 p., 8666973.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Magnetic resonance
Image segmentation
Neural networks
Imaging techniques
Network performance

Face-Cap: image captioning using facial expression analysis

Mohamad Nezami, O., Dras, M., Anderson, P. & Hamey, L., 2019, Machine Learning and Principles and Practice of Knowledge Discovery in Databases: European Conference, ECML-PKDD 2018. Proceedings, Part I. Berlingerio, M., Bonchi, F., Gärtner, T., Hurley, N. & Ifrim, G. (eds.). Cham, Switzerland: Springer, Springer Nature, p. 226-240 15 p. (Lecture Notes in Artificial Intelligence; vol. 11051).

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Facial Expression
Face
Cap
Image Model
Model

Impact of MRI protocols on Alzheimer's disease detection

Alam, S., Hamey, L. & Ho-Shon, K., 16 Jan 2019, 2018 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2018. Murshed, M., Paul, M., Asikuzzaman, M., Pickering, M., Natu, A., Robles-Kelly, A., You, S., Zheng, L. & Rahman, A. (eds.). Institute of Electrical and Electronics Engineers (IEEE), 8 p. 8615774

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Magnetic resonance
Atlases
Alzheimer Disease
Magnetic Resonance Imaging
Imaging techniques

Towards generating stylized image captions via adversarial training

Mohamad Nezami, O., Dras, M., Wan, S., Paris, C. & Hamey, L., 1 Jan 2019, PRICAI 2019: Trends in Artificial Intelligence - 16th Pacific Rim International Conference on Artificial Intelligence, Proceedings, Part I. Nayak, A. C. & Sharma, A. (eds.). Switzerland: Springer-VDI-Verlag GmbH & Co. KG, p. 270-284 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11670 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Generator
Linguistics
Image Model
Correlate
Baseline
2018

Learning latent byte-level feature representation for malware detection

Yousefi-Azar, M., Hamey, L., Varadharajan, V. & Chen, S., 16 Dec 2018, Neural Information Processing: 25th International Conference, ICONIP 2018, Proceedings, Part IV. Cheng, L., Leung, A. C. S. & Ozawa, S. (eds.). Switzerland: Springer-VDI-Verlag GmbH & Co. KG, p. 568-578 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11304 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Malware
Binary
Application programs
N-gram
Classifiers

Malytics: a malware detection scheme

Yousefi-Azar, M., Hamey, L. G. C., Varadharajan, V. & Chen, S., 28 Sep 2018, In : IEEE Access. 6, p. 49418-49431 14 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Feature extraction
Neural networks
Mobile devices
Malware

Modality classification and concept detection in medical images using deep transfer learning

Singh, S., Ho-Shon, K., Karimi, S. & Hamey, L., 2018, 2018 International Conference on Image and Vision Computing New Zealand, IVCNZ 2018. Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), Vol. 2018-November. p. 1-9 9 p. 8634803

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Image classification
Learning algorithms
Data mining
Feature extraction
Labels

Survey: big data applications in biomedical research

Bachiller, Y., Busch, P., Kavakli, M. & Hamey, L., 2018, ICCAE 2018: Proceedings of 2018 10th International Conference on Computer and Automation Engineering. Association for Computing Machinery, Vol. 2018-April. p. 174-178 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Learning algorithms
Medicine
Learning systems
Availability
Big data
2017

Autoencoder-based feature learning for cyber security applications

Yousefiazar, M., Varadharajan, V., Hamey, L. & Tupakula, U., 30 Jun 2017, International Joint Conference on Neural Networks. Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), p. 3854-3861 8 p. 7966342

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Intrusion detection
Semantics
Classifiers
Data storage equipment
Malware

Fast, automatic and scalable learning to detect android malware

Yousefi-Azar, M., Hamey, L., Varadharajan, V. & McDonnell, M. D., 2017, Neural Information Processing: 24th International Conference, ICONIP 2017, Guangzhou, China, November 14–18, 2017. Proceedings, Part V. Liu, D., Xie, S., Li, Y., Zhao, D. & El-Alfy, E-S. M. (eds.). Springer, Springer Nature, p. 848-857 10 p. (Lecture Notes in Computer Science; vol. 10638).

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Malware
Extreme Learning Machine
Learning systems
Shape Representation
Image Representation

Motion-keying based dynamical scene layering with adaptive learning

Liu, Z., Kavakli-Thorne, M., McCallum, S. & Hamey, L., 18 Feb 2017, ICCAE 2017 : Proceedings of 2017 9th International Conference on Computer and Automation Engineering. Association for Computing Machinery, Vol. Part F127852. p. 111-115 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Stadiums
Consumer electronics

Semi-supervised detection of student engagement

Mohamad Nezami, O., Richards, D. & Hamey, L., 16 Jul 2017, PACIS 2017: Proceedings of 21st Pacfici-Asia Conference on Information Systems. Atlanta, GA: AIS Electronic Library (AISeL), p. 2-8 7 p. 157

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Computer vision
Support vector machines
Students

Text summarization using unsupervised deep learning

Yousefi-Azar, M. & Hamey, L., 1 Feb 2017, In : Expert Systems With Applications. 68, p. 93-105 13 p.

Research output: Contribution to journalArticleResearchpeer-review

Experiments
Electronic mail
Stochastic models
Deep learning
2016

Designing a user-defined gesture vocabulary for an in-vehicle climate control system

Fariman, H. J., Alyamani, H. J., Kavakli, M. & Hamey, L., 29 Nov 2016, Proceedings of the 28th Australian Computer-Human Interaction Conference, OzCHI 2016. Parker, C. (ed.). New York, NY: Association for Computing Machinery, Inc, p. 391-395 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Climate control
Control systems
Air conditioning
Simulators
Experiments
2015

A Functional Approach to Border Handling in Image Processing

Hamey, L. G. C., 2015, 2015 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2015. Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), p. 15-22 8 p. 7371214

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Image processing
Pixels
Processing
Electronic mail
Linguistics
Experiments
2014

Respect your parents: How attribution and rewriting can get along

Sloane, A. M., Roberts, M. & Hamey, L. G. C., 2014, Software language engineering: 7th International Conference, SLE 2014, Västerås, Sweden, September 15-16, 2014 Proceedings. Combemale, B., Pearce, D. J., Barais, O. & Vinju, J. J. (eds.). Switzerland: Springer, Springer Nature, Vol. 8706. p. 191-210 20 p. ( Lecture Notes in Computer Science; vol. 8706).

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Rewriting
Attribute
Processing
Vertex of a graph
Attribute Grammars
2013

An evaluation of a pure embedded domain-specific language for strategic term rewriting

Premaratne, S., Sloane, A. M. & Hamey, L. G. C., 2013, Formal and Practical Aspects of Domain-Specific Languages: Recent Developments. Mernik, M. (ed.). Hershey, PA: IGI Global, p. 81-108 28 p.

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Computer programming languages
Flavors
Linguistics
Image processing
Data storage equipment
2011

Bucket attack on numeric set watermarking model and safeguards

Gupta, G., Pieprzyk, J. & Hamey, L., May 2011, In : Information Security Technical Report. 16, 2, p. 59-66 8 p.

Research output: Contribution to journalArticleResearchpeer-review

Watermarking
Intellectual property
Internet
2010

Improved reconstruction of flutter shutter images for motion blur reduction

Sarker, A. & Hamey, L. G. C., 2010, Proceedings - 2010 Digital Image Computing: Techniques and Applications, DICTA 2010. Zhang, J., Shen, C. & Geers, G. (eds.). Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), p. 417-422 6 p. 5692598

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Open Access
File
Optical transfer function
Noise abatement
Acoustic noise
Cameras
2009

Luminescent microspheres resolved from strong background on an automated time-gated luminescence microscopy workstation

Hamey, L. G. C., Connally, R. E., Yen, S. W. T., Lawson, T. S., Piper, J. A. & Iredell, J., Dec 2009, DICTA 2009 - Digital Image Computing: Techniques and Applications. Shi, H., Zhang, Y., Bottema, M. J., Lovell, B. C. & Maeder, A. J. (eds.). Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), p. 223-228 6 p. 5384977

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Open Access
File
Microspheres
Luminescence
Microscopic examination
Regain
Fluorescence microscopy

Radiometric camera calibration

Hamey, L. G. C., 2009, Wiley encyclopedia of computer science and engineering. Wah, B. W. (ed.). Hoboken, N.J.: John Wiley & Sons, Vol. 4. p. 2329-2338 10 p.

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

calibration
digital image
pixel
astronomy
science and technology
2008

Implementing a Domain-Specific Language using Stratego/XT: An Experience Paper

Hamey, L. G. C. & Goldrei, S. N., 1 Apr 2008, In : Electronic Notes in Theoretical Computer Science. 203, 2, p. 37-51 15 p.

Research output: Contribution to journalArticleResearchpeer-review

Domain-specific Languages
Computer vision
Image processing
Compiler
Computer Vision
2007

Efficient image processing with the apply language

Hamey, L. G. C., 2007, Proceedings - Digital Image Computing Techniques and Applications: 9th Biennial Conference of the Australian Pattern Recognition Society, DICTA 2007. Bottema, M. J., Maeder, A., Redding, N. & van der Hengel, A. (eds.). Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), p. 533-540 8 p. 4426843

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Open Access
File
Computer vision
Image processing
General purpose computers
Parallel architectures
Modems

Pancam: In-service inspection of locomotive pantographs

Hamey, L. G. C., Watkins, T. & Yen, S. W. T., 2007, Proceedings - Digital Image Computing Techniques and Applications: 9th Biennial Conference of the Australian Pattern Recognition Society, DICTA 2007. Bottema, M. J., Maeder, A., Redding, N. & van der Hengel, A. (eds.). Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), p. 493-499 7 p. 4426837

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Open Access
File
Pantographs
Locomotives
Inspection
Wear of materials
Electric locomotives

Pantograph damage and wear monitoring system

Hamey, L. G. C., Watkins, T. & Wesche, D., 23 Aug 2007, Patent No. AU2007904219

Research output: PatentResearch

2005

Automatic number plate recognition for Australian conditions

Hamey, L. G. C. & Priest, C., Dec 2005, Proceedings of the Digital Imaging Computing: Techniques and Applications, DICTA 2005. Lovell, B. C., Maeder, A. J., Caelli, T. & Ourselin, S. (eds.). Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), p. 87-94 8 p. 1578112

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Image processing
Neural networks
Glass

Simultaneous estimation of camera response function, target reflectance and irradiance values

Hamey, L. G. C., Dec 2005, Digital Image Computing: Techniques and Applications (DICTA'05). Lovell, B. C., Maeder, A. J., Caelli, T. & Ourselin, S. (eds.). Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), p. 51-58 8 p. 1578107

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Cameras
Video cameras
Lighting
Color
Computer vision
2003

Teaching Secure Data Communications Using a Game Representation

Hamey, L., 2003, Computing education 2003. Greening, T. & Lister, R. (eds.). Sydney: Australian Computer Society, p. 187-196 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Using the Security Protocol Game to Teach Computer Network Security

Hamey, L., 2003, Proceedings of improving learning outcomes through flexible science teaching. Placing, K. (ed.). Sydney: UniServe Science, p. 96-101 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

2002

A simulation game for teaching secure data communications protocols

Hamey, L. G. C., 2002, Celebrating teaching at Macquarie. North Ryde, NSW: Macquarie University

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearch

Open Access
File
Teaching
Network protocols
Students
Internet
Electronic mail
1998

Developing FFNN applications using cross-validated validation training

Yeh, J., Hamey, L. & Westcott, T., 1998, Proceedings of the 2nd IEEE International Conference on Intelligent Processing Systems. Liu, Z. & Verma, B. (eds.). Gold Coast: Griffith University, Australia, p. 565-569 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Feedforward neural networks
Network architecture
Statistical methods
Inspection

Pre-processing colour images with a self-organising map: baking curve identification and bake image segmentation

Hamey, L., Yeh, J. C. H., Westcott, T. & Sung, S. K. Y., 1998, Proceedings, fourteenth international conference on pattern recognition. Jain, A. K., Venkatesh, S. & Lovell, B. C. (eds.). Los Alamitos, CA: Institute of Electrical and Electronics Engineers (IEEE), Vol. 2. p. 1771-1775 5 p. (International conference on pattern recognition).

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

XOR has no local minima: A case study in neural network error surface analysis

Hamey, L. G. C., Jun 1998, In : Neural Networks. 11, 4, p. 669-681 13 p.

Research output: Contribution to journalArticleResearchpeer-review

Feedforward neural networks
Surface analysis
Neural networks
Trajectories
Weights and Measures
1997

Active learning - Approaches and issues

RayChaudhuri, T. & Hamey, L. G. C., 1997, In : Journal of Intelligent Systems. 7, 3-4, p. 205-243 39 p.

Research output: Contribution to journalArticleResearchpeer-review

Learning systems
Reinforcement learning
Learning algorithms
Problem-Based Learning
Costs

MINNI: micromouse incorporating neural network intelligence

Gibb, J. & Hamey, L., 1997, Proceedings of the 20th Australasian Computer Science Conference. p. 194-201 8 p. (Australian Computer Science Communications; vol. 19, no. 1).

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Neural networks
Backpropagation
MATLAB
Robots
Hardware

Objective bake assessment using image analysis and artificial intelligence

Hamey, L., Yeh, J. & Ng, C., 1997, Cereals '97 : proceedings of the 47th Australian Cereal Chemistry Conference held in Perth,14th to18th September, 1997. Tarr, A. W., Ross, A. S. & Wrigley, C. W. (eds.). North Melbourne: Royal Australian Chemical Institute, p. 180-184 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearch

Image analysis
Artificial intelligence
Color
Neural networks

Photometric stereo using extended rectangular lights

Pleasants, A. & Hamey, L., 1997, DICTA'97 and IVCNZ'97 : theme, new dimensions in imaging : proceedings of the first joint Australia &​ New Zealand biennial conference on digital image &​ vision computing - techniques and applications, 10-12 December 1997, Massey University, Albany Campus, Albany, Auckland, New Zealand. Palmerston North: Massey University, p. 533-538 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Light sources
Lighting
Geometry
1996

Accurate modelling with minimised data collection - an active learning algorithm

Raychaudhuri, T. & Hamey, L., 1996, Proceedings of the Seventh Australian Conference on Neural Networks. Bartlett, P., Burkitt, A. & Williamson, R. C. (eds.). Canberra: ANU, p. 11-15 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Learning algorithms
Neural networks
Experiments
Problem-Based Learning

Active learning for nonlinear system identification and control

Raychaudhuri, T. & Hamey, L., 1996, Proceedings of the 13th World Congress : International Federation of Automatic Control, San Francisco, USA, 30th June-5th July 1996. Gertler, J. J., Cruz, J. B. & Peshkin, J. . M. (eds.). Pergamon, p. 193-197 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Nonlinear systems
Identification (control systems)
Neural networks
Controllers
Feedforward neural networks

Analysis of the error surface of the XOR network with two hidden nodes

Hamey, L., 1996, Proceedings of the Seventh Australian Conference on Neural Networks : ACNN'96, Canberra, 10-12 April 1996. Bartlett, P., Burkitt, A. & Williamson, R. (eds.). Canberra: ANU, p. 179-183 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Stationary point
Local Minima
Vertex of a graph
Taylor Series Expansion
Feedforward Neural Networks

Data recognition system

Westcott, C. T. & Hamey, L., 1996, IPC No. G01N 33/10 (2006.01), G06T 7/00 (2006.01), Patent No. WO/1996/018975, Priority date 13 Dec 1994, Priority No. PN 0023

Research output: PatentResearch

Pixels
Color
Neural networks
Patents and inventions
Cameras

From conventional control to autonomous intelligent methods

Raychaudhuri, T., Hamey, L. & Bell, R., Oct 1996, In : IEEE Control Systems. 16, 5, p. 78-84 7 p.

Research output: Contribution to journalArticleResearchpeer-review

Results on weight configurations that are not local minima in feed-forward neural networks

Hamey, L., 1996, Proceedings of the Seventh Australian Conference on Neural Networks : ACNN'96, Canberra, 10-12 April 1996. Bartlett, P., Burkitt, A. & Williamson, R. (eds.). Canberra: ANU, p. 173-178 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Feedforward neural networks

Segmentation of bake images by a self-organising map

Hamey, L. & Yeh, J., 1996, Image Segmentation Workshop 1996. Braun, M., Eckert, M. & Breen, E. (eds.). Australian Pattern Recognition Society, p. 65-68 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Self organizing maps
Color
1995

A connectionist approach to quality assessment of food products

Raychaudhuri, T., Yeh, J., Hamey, L., Sung, S. & Westcott, T., 1995, A.I. '95 : Eighth Australian Joint Conference on Artificial Intelligence. Yao, X. (ed.). World Scientific Publishing, p. 435-441 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Color
Feedforward neural networks
Self organizing maps
Backpropagation
Image segmentation

Baked product classification with the use of a self-organising map

Raychaudhuri, T., Yeh, J., Hamey, L. & Westcott, T., 1995, Proceedings of the Sixth Australian Conference on Neural Networks. Charles, M. & Latimer, C. (eds.). Sydney: The University of Sydney, p. 152-155 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Self organizing maps
Color

Colour bake inspection system using hybrid artificial neural networks

Yeh, J., Hamey, L. G. C., Westcott, T. & Sung, S., Dec 1995, IEEE International Conference on Neural Networks - Conference Proceedings. Piscataway, N.J.: Institute of Electrical and Electronics Engineers (IEEE), Vol. 6. p. 37-42 6 p. 487873

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionResearchpeer-review

Hybrid systems
Inspection
Color
Neural networks
Feedforward neural networks