• The University of Western Australia (M018), 35 Stirling Highway,

    6009 Perth

    Australia

  • 1137 Citations
  • 18 h-Index
20012019
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Research Output 2001 2019

  • 1137 Citations
  • 18 h-Index
  • 72 Conference paper
  • 40 Article
  • 4 Chapter
  • 1 Literature review
2019

A simple approach for weakly supervised semantic segmentation

Xu, L., Bennamoun, M., An, S., Boussaid, F. & Sohel, F., 2019, International Conference on Acoustics, Speech, and Signal Processing (ICASSP). USA: IEEE, Institute of Electrical and Electronics Engineers

Research output: Chapter in Book/Conference paperConference paper

Coral classification using densenet and cross-modality transfer learning

Xu, L., Bennamoun, M., Boussaid, F., An, S. & Sohel, F., 2019, International Joint Conference on Neural Networks (IJCNN) . USA: IEEE, Institute of Electrical and Electronics Engineers

Research output: Chapter in Book/Conference paperConference paper

5 Citations (Scopus)

Dual transduction on a single sensor for gas identification

Gao, F., Xuan, W., Bermak, A., Boussaid, F., Tsui, C-Y. & Luo, J., 1 Jan 2019, In : SENSORS AND ACTUATORS B-CHEMICAL. 278, p. 21-27 7 p.

Research output: Contribution to journalArticle

1 Citation (Scopus)

Fully Integrated Bidirectional CMOS-MEMS Flow Sensor with Low Power Pulse Operation

Ahmed, M., Xu, W., Mohamad, S., Boussaid, F., Lee, Y. K. & Bermak, A., 1 May 2019, In : IEEE Sensors Journal. 19, 9, p. 3415-3424 10 p., 8607070.

Research output: Contribution to journalArticle

microelectromechanical systems
MEMS
CMOS
chips
sensors
1 Citation (Scopus)

Global regularizer and temporal-aware cross-entropy for skeleton-based early action recognition

Ke, Q., Liu, J., Bennamoun, M., Rahmani, H., An, S., Sohel, F. & Boussaid, F., 2019, Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Mori, G., Li, H., Schindler, K. & Jawahar, C. V. (eds.). Springer-Verlag Berlin, p. 729-745 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11364 LNCS).

Research output: Chapter in Book/Conference paperConference paper

Cross-entropy
Action Recognition
Skeleton
Labels
Entropy

Learning Latent Global Network for Skeleton-based Action Prediction

Ke, Q., Bennamoun, M., Rahmani, H., An, S., Sohel, F. & Boussaid, F., 2 Sep 2019, In : IEEE Transactions on Image Processing. p. 959-970

Research output: Contribution to journalArticle

Lighting

ResFeats: Residual network based features for underwater image classification

Mahmood, A., Bennamoun, M., An, S., Sohel, F. & Boussaid, F., 1 Nov 2019, In : Image and Vision Computing. 103811.

Research output: Contribution to journalArticle

Aquatic ecosystems
Image classification
Imaging systems
Health
Deep learning
2018
3 Citations (Scopus)

Classification of corals in reflectance and fluorescence images using convolutional neural network representations

Xu, L., Bennamoun, M., An, S., Sohe, F. & Boussaid, F., 10 Sep 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. IEEE, Institute of Electrical and Electronics Engineers, Vol. 2018-April. p. 1493-1497 5 p. 8462574

Research output: Chapter in Book/Conference paperConference paper

Fluorescence
Neural networks
Principal component analysis
Chemical activation
4 Citations (Scopus)

Computer Vision for Human-Machine Interaction

Ke, Q., Liu, J., Bennamoun, M., An, S., Sohel, F. & Boussaid, F., 2018, Computer Vision for Assistive Healthcare. Marco, L. & Farinella, G. M. (eds.). Academic Press, p. 127-145

Research output: Chapter in Book/Conference paperChapter

Gesture recognition
Computer vision
User interfaces
Neural networks
Communication
4 Citations (Scopus)
158 Downloads (Pure)

Deep Image Representations for Coral Image Classification

Mahmood, A., Bennamoun, M., An, S., Sohel, F. A., Boussaid, F., Hovey, R., Kendrick, G. A. & Fisher, R. B., 12 Jan 2018, In : IEEE Journal of Oceanic Engineering. 11 p.

Research output: Contribution to journalArticle

Open Access
File
Reefs
Image classification
Autonomous underwater vehicles
Remotely operated vehicles
Aquatic ecosystems
3 Citations (Scopus)

Dual transduction surface acoustic wave gas sensor for VOC discrimination

Gao, F., Boussaid, F., Xuan, W., Tsui, C. Y. & Bermak, A., 1 Dec 2018, In : IEEE Electron Device Letters. 39, 12, p. 1920-1923 4 p., 8485744.

Research output: Contribution to journalArticle

Chemical sensors
Volatile organic compounds
Surface waves
Gases
Acoustic waves
4 Citations (Scopus)

Evolutionary Feature Learning for 3D Object Recognition

Shah, S. A. A., Bennamoun, M., Boussaid, F. & While, L., 2018, In : IEEE Access. 6, p. 2434-2444

Research output: Contribution to journalArticle

Open Access
Object recognition
Salix
Glossaries
Navigation
Robots

Exploiting layerwise convexity of rectifier networks with sign constrained weights

An, S., Boussaid, F., Bennamoun, M. & Sohel, F., 1 Sep 2018, In : Neural Networks. 105, p. 419-430 12 p.

Research output: Contribution to journalArticle

Weights and Measures
Discriminant Analysis
Statistical Factor Analysis
2 Citations (Scopus)

High performance high density gas-FET array in standard CMOS

Yu, Q., Zhong, X., Boussaid, F., Bermak, A. & Tsui, C., 25 Oct 2018, 2018 IEEE Symposium on VLSI Technology, VLSI Technology 2018. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 2018-June. p. 39-40 2 p. 8510700

Research output: Chapter in Book/Conference paperConference paper

Field effect transistors
Chemical sensors
Gases
Sensor arrays
Medical problems

Identity Adaptation for Person Re-identification

Ke, Q., Bennamoun, M., Rahmani, H., An, S., Sohel, F. & Boussaid, F., 30 Aug 2018, In : IEEE Access. 6, p. 48147-48155 8452946.

Research output: Contribution to journalArticle

Open Access
Testing
Probability distributions
Identification (control systems)
Entropy
Cameras
14 Citations (Scopus)

Learning Clip Representations for Skeleton-based 3D Action Recognition

Ke, Q., Bennamoun, M., An, S., Sohel, F. & Boussaid, F., Jun 2018, In : IEEE Transactions on Image Processing. 27, 6, p. 2842-2855

Research output: Contribution to journalArticle

Neural networks
Recurrent neural networks
1 Citation (Scopus)

Room-Temperature Dual-mode CMOS Gas-FET Sensor for Diabetes Detection

Yu, Q., Boussaid, F., Bermak, A. & Tsui, C. Y., 26 Apr 2018, 2018 IEEE International Symposium on Circuits and Systems, ISCAS 2018 - Proceedings. IEEE, Institute of Electrical and Electronics Engineers, Vol. 2018-May. 8351086

Research output: Chapter in Book/Conference paperConference paper

Medical problems
Field effect transistors
Sensors
Gases
Temperature
11 Citations (Scopus)

Ultra-Low-Power Smart Electronic Nose System Based on Three-Dimensional Tin Oxide Nanotube Arrays

Chen, J., Chen, Z., Boussaid, F., Zhang, D., Pan, X., Zhao, H., Bermak, A., Tsui, C. Y., Wang, X. & Fan, Z., 26 Jun 2018, In : ACS Nano. 12, 6, p. 6079-6088 10 p.

Research output: Contribution to journalArticle

Tin oxides
Nanotubes
tin oxides
nanotubes
Gases
2017
109 Citations (Scopus)

A new representation of skeleton sequences for 3D action recognition

Ke, Q., Bennamoun, M., An, S., Sohel, F. & Boussaid, F., 2017, Proceedings: 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017. United States: IEEE, Institute of Electrical and Electronics Engineers, p. 4570-4579

Research output: Chapter in Book/Conference paperConference paper

Open Access
Trajectories
Neural networks
1 Citation (Scopus)

An ultra low-power capacitively-coupled chopper instrumentation amplifier for wheatstone-bridge readout circuits

Ahmed, M., Boussaid, F. & Bermak, A., 25 Sep 2017, IEEE International Symposium on Circuits and Systems: From Dreams to Innovation, ISCAS 2017 - Conference Proceedings. IEEE, Institute of Electrical and Electronics Engineers, p. 400-403 4 p. 8050330

Research output: Chapter in Book/Conference paperConference paper

Networks (circuits)
Topology
Bias currents
Power spectral density
Recycling

Breath Level Acetone Discrimination Through Temperature Modulation of a Hierarchical ZnO Gas Sensor

Chen, J., Pan, X., Boussaid, F., Mckinley, A., Fan, Z. & Bermak, A., 1 Oct 2017, In : IEEE Sensors Letters. 1, 5, p. 1-4

Research output: Contribution to journalArticle

4 Citations (Scopus)

Deep Learning for Coral Classification

Mahmood, A., Bennamoun, M., An, S., Sohel, F., Boussaid, F., Hovey, R., Kendrick, G. & Fisher, R., 2017, Handbook of Neural Computation. Samui, P., Roy, S. S. & Balas, V. E. (eds.). London: Academic Press, p. 383-401

Research output: Chapter in Book/Conference paperChapter

1 Citation (Scopus)

Dual transduction Gas sensor based on a surface acoustic wave resonator

Gao, F., Bermak, A., Tsui, C. Y. & Boussaid, F., 25 Sep 2017, IEEE International Symposium on Circuits and Systems: From Dreams to Innovation, ISCAS 2017 - Conference Proceedings. IEEE, Institute of Electrical and Electronics Engineers, p. 1-4 4 p. 8051006

Research output: Chapter in Book/Conference paperConference paper

Chemical sensors
Acoustic surface wave devices
Surface waves
Resonators
Acoustic waves
27 Citations (Scopus)

Keypoints-based surface representation for 3D modeling and 3D object recognition

Shah, S. A. A., Bennamoun, M. & Boussaid, F., 1 Apr 2017, In : Pattern Recognition. 64, p. 29-38 10 p.

Research output: Contribution to journalArticle

Object recognition
Image registration
MATLAB
Tensors
Computational complexity
8 Citations (Scopus)
Fusion reactions
Human robot interaction
Optical flows
Long short-term memory
58 Citations (Scopus)
426 Downloads (Pure)

SkeletonNet: Mining Deep Part Features for 3-D Action Recognition

Ke, Q., An, S., Bennamoun, M., Sohel, F. & Boussaid, F., 2017, In : IEEE Signal Processing Letters. p. 731-735

Research output: Contribution to journalArticle

Open Access
File
Action Recognition
Skeleton
3D
Mining
Time series
2016
4 Citations (Scopus)

A hierarchical ZnO nanostructure gas sensor for human breath-level acetone detection

Chen, J., Pan, X., Boussaid, F., Bermak, A. & Fan, Z., 2016, Proceedings - IEEE International Symposium on Circuits and Systems. Sawan, M. (ed.). IEEE, Institute of Electrical and Electronics Engineers, Vol. 2016-July. p. 1866-1869 4 p.

Research output: Chapter in Book/Conference paperConference paper

Chemical sensors
Acetone
Nanostructures
Medical problems
Silicon wafers
15 Citations (Scopus)
10 Downloads (Pure)
Object recognition
Datasets
Vorticity
Detectors
7 Citations (Scopus)

A semantic RBM-based model for image set classification

Elaiwat, S., Bennamoun, M. & Boussaid, F., 12 Sep 2016, In : Neurocomputing. 205, p. 507-518

Research output: Contribution to journalArticle

Semantics
Face recognition
Surface structure
31 Citations (Scopus)
10 Downloads (Pure)

A spatio-temporal RBM-based model for facial expression recognition

Elaiwat, S., Bennamoun, M. & Boussaid, F., Jan 2016, In : Pattern Recognition. 49, p. 152-161

Research output: Contribution to journalArticle

Interfaces (computer)
Labels
Experiments
10 Citations (Scopus)

Automatic annotation of coral reefs using deep learning

Mahmood, A., Bennamoun, M., An, S., Sohel, F., Boussaid, F., Hovey, R., Kendrick, G. & Fisher, R. B., 28 Nov 2016, OCEANS 2016 MTS/IEEE Monterey, OCE 2016. Zande, J. & Kirkwood, B. (eds.). IEEE, Institute of Electrical and Electronics Engineers, 7761105

Research output: Chapter in Book/Conference paperConference paper

coral reefs
annotations
Reefs
ecosystems
learning
23 Citations (Scopus)

Coral classification with hybrid feature representations

Mahmood, A., Bennamoun, M., An, S., Sohel, F., Boussaid, F., Hovey, R., Kendrick, G. & Fisher, R., 2016, 2016 IEEE International Conference on Image Processing . Karam, L. (ed.). USA: Wiley-IEEE Press, p. 519-523 5 p.

Research output: Chapter in Book/Conference paperConference paper

Reefs
Textures
Pixels
Color
16 Citations (Scopus)

Human interaction prediction using deep temporal features

Ke, Q., Bennamoun, M., An, S., Boussaid, F. & Sohel, F., 2016, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Hua, G. & Jegou, H. (eds.). Springer-Verlag London Ltd., Vol. 9914 LNCS. p. 403-414 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9914 LNCS).

Research output: Chapter in Book/Conference paperConference paper

Image coding
Prediction
Interaction
Image Coding
Network architecture
40 Citations (Scopus)

Iterative deep learning for image set based face and object recognition

Shah, S. A., Bennamoun, M. & Boussaid, F., 22 Jan 2016, In : Neurocomputing. 174, Part B, p. 866-874

Research output: Contribution to journalArticle

Object recognition
Face recognition
Learning
Lie groups
Facial Expression
2015
41 Citations (Scopus)
11 Downloads (Pure)

A Curvelet-based approach for textured 3D face recognition

Elaiwat, S., Bennamoun, M., Boussaïd, F. & El-Sallam Abd, A., Apr 2015, In : Pattern Recognition. 48, 4, p. 1235-1246

Research output: Contribution to journalArticle

Face recognition
Frequency bands
Textures
Lighting
Detectors
1 Citation (Scopus)

A high dynamic range CMOS image sensor with a novel pixel-level logarithmic counter memory

Freedman, S. & Boussaid, F., 2015, 2015 2nd International Conference on Knowledge-Based Engineering and Innovation (KBEI). USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 2. p. 14-19

Research output: Chapter in Book/Conference paperConference paper

51 Citations (Scopus)
354 Downloads (Pure)

A highly efficient P-SSHI rectifier for piezoelectric energy harvesting

Lu, S. & Boussaid, F., Oct 2015, In : IEEE Transactions on Power Electronics. 30, 10, p. 5364-5369 6 p., 7084647.

Research output: Contribution to journalArticle

Open Access
File
Piezoelectric devices
Energy harvesting
Electric potential
Diodes
Networks (circuits)
7 Citations (Scopus)

An inductorless self-controlled rectifier for piezoelectric energy harvesting

Lu, S. & Boussaid, F., 19 Nov 2015, In : Sensors (Switzerland). 15, 11, p. 29192-29208 17 p.

Research output: Contribution to journalArticle

Open Access
Piezoelectric devices
rectifiers
Energy harvesting
Equipment and Supplies
Electric delay lines
17 Citations (Scopus)
206 Downloads (Pure)
Open Access
File
Vorticity
Image registration
8 Citations (Scopus)

A novel algorithm for efficient depth segmentation using low resolution (Kinect) images

Shah, S. A., Bennamoun, M. & Boussaid, F., 2015, IEEE Conference on Industrial Electronics and Applications. Online: IEEE, Institute of Electrical and Electronics Engineers, Vol. N/A. p. 603-607

Research output: Chapter in Book/Conference paperConference paper

Automatic 3D Face Landmark Localization Based on 3D Vector Field Analysis

Shah, S. A. A., Bennamoun, M. & Boussaid, F., 2015, 2015 International Conference on Image and Vision Computing New Zealand (IVCNZ). Auckland, NZ: Wiley-IEEE Press

Research output: Chapter in Book/Conference paperConference paper

Face recognition
Animation
3 Citations (Scopus)

Contractive Rectifier Networks for Nonlinear Maximum Margin Classification

An, S., Hayat, M., Khan, S. H., Bennamoun, M., Boussaid, F. & Sohel, F., 2015, 2015 IEEE International Conference on Computer Vision (ICCV). Chile: IEEE, Institute of Electrical and Electronics Engineers, p. 2515-2523

Research output: Chapter in Book/Conference paperConference paper

10 Citations (Scopus)
10 Downloads (Pure)

How can deep rectifier networks achieve linear separability and preserve distances?

An, S., Boussaid, F. & Bennamoun, M., 2015, Proceedings of The 32nd International Conference on Machine Learning. International Machine Learning Society, Vol. 37. p. 514-523

Research output: Chapter in Book/Conference paperConference paper

Linear networks
Classifiers
Neural networks
12 Citations (Scopus)

Importance of spatial and spectral data reduction in the detection of internal defects in food products

Zhang, X., Nansen, C., Aryamanesh, N., Yan, G. & Boussaid, F., Apr 2015, In : Applied Spectroscopy. 69, 4, p. 473-480

Research output: Contribution to journalArticle

data reduction
food
Data reduction
Defects
defects
5 Citations (Scopus)

Quantitative error analysis of bilateral filtering

An, S., Boussaïd, F., Bennamoun, M. & Sohel, F., 2015, In : IEEE Signal Processing Letters. 22, 2, p. 202-206

Research output: Contribution to journalArticle

Quantitative Analysis
Error Analysis
Error analysis
Interpolation
Filtering
1 Citation (Scopus)

Sign Constrained Rectifier Networks with Applications to Pattern Decompositions

An, S., Ke, Q., Bennamoun, M., Boussaid, F. & Sohel, F., 2015, Machine Learning and Knowledge Discovery in Databases. Appice, A., Rodrigues, P. P., Costa, V. S., Soares, C., Gama, J. & Jorge, A. (eds.). Switzerland: Springer, Vol. Part 1. p. 546-559

Research output: Chapter in Book/Conference paperConference paper

2 Citations (Scopus)

Transistor Sizing Using Particle Swarm Optimisation

White, L. R., While, L., Deeks, B. & Boussaid, F., 2015, Proceedings of 2015 IEEE Symposium Series on Computational Intelligence. New Jersey, USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 259-266

Research output: Chapter in Book/Conference paperConference paper

2014
12 Citations (Scopus)
Electric potential
Electric power utilization
Flip flop circuits
Silicon
Processing
38 Citations (Scopus)

3-D face recognition using curvelet local features

Elaiwat, S., Bennamoun, M., Boussaïd, F. & El-Sallam, A., Feb 2014, In : IEEE Signal Processing Letters. 21, 2, p. 172-175 4 p.

Research output: Contribution to journalArticle

Curvelet
Local Features
Face recognition
Face Recognition
3D
3 Citations (Scopus)

A HIGH SPEED CONFIGURABLE FPGA ARCHITECTURE FOR BILATERAL FILTERING

Sankaran Kutty, J., Boussaid, F. & Amira, A., 2014, Proceedings of the 2014 IEEE International Conference on Image Processing (ICIP). United States of America: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1 only. p. 1248-1252

Research output: Chapter in Book/Conference paperConference paper