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• Abstract/Meeting Abstract

  Developing and testing a new machine learning method to identify patients with heart failure who are at risk of 30-day readmission or mortality

  Awan, S. E., Bennamoun, M., Sanfilippo, F., Sohel, F., Shah, S., Rankin, J. & Dwivedi, G., 2018, In : Heart, Lung and Circulation.

  Research output: Contribution to journal › Abstract/Meeting Abstract
• Article

  A Fractional Gradient Descent-Based RBF Neural Network

  Khan, S., Naseem, I., Malik, M. A., Togneri, R. & Bennamoun, M., Dec 2018, In : Circuits, Systems and Signal Processing. 37, 12, p. 5311-5332 22 p.

  Research output: Contribution to journal › Article

  • RBF Neural Network
  • Radial Basis Function Neural Network
  • Gradient Descent
  • Fractional
  • Neural networks
  21 Citations (Scopus)

• 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 journal › Article

  • Gaussian distribution
  • Supervised learning
  • Annealing
  • Experiments
  23 Citations (Scopus)

  10 Downloads (Pure)

• A Multi-modal, Discriminative and Spatially Invariant CNN for RGB-D Object Labeling

  Asif, U., Bennamoun, M. & Sohel, F., 1 Sep 2018, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 40, 9, p. 2051-2065

  Research output: Contribution to journal › Article

  • Labeling
  • Object
  • Neural networks
  • Invariant
  • Image classification
  20 Citations (Scopus)

• An efficient 3D face recognition approach based on the fusion of novel local low-level features

  Lei, Y., Bennamoun, M. & El-Sallam Abd, A., 2013, In : Pattern Recognition. 46, 1, p. 24-37

  Research output: Contribution to journal › Article
  84 Citations (Scopus)

• An Improved Colour-to-Grey Method Using Image Segmentation and the Colour Difference Model for Colour Vision Deficiency

  Zhang, L., Xu, Q., Zhu, G., Song, J., Zhang, X., Shen, P., Wei, W., Shah, S. A. & Bennamoun, M., 1 Mar 2018, In : IET Image Processing. 12, 3, p. 314 – 319 6 p.

  Research output: Contribution to journal › Article

  • Color vision
  • Image segmentation
  • Color
  10 Citations (Scopus)

• A pitfall in fingerprint bio-cryptographic key generation

  Zhang, P., Hu, J. K., Li, C., Bennamoun, M. & Bhagavatula, V., 2011, In : Computers & Security. 30, 5, p. 311-319

  Research output: Contribution to journal › Article

  • biometrics
  • Biometrics
  • Feature extraction
  • experiment
  • integrity
  34 Citations (Scopus)

• A review of Recent Advances in 3D ear and Expression Invariant Face Biometrics

  Islam, S., Bennamoun, M., Owens, R. & Davies, R., 2012, In : ACM Computing Surveys. 44, 3, p. 1-40 14.

  Research output: Contribution to journal › Article
  22 Citations (Scopus)

  12 Downloads (Pure)

• A training-free nose tip detection method from face range images

  Peng, X., Bennamoun, M. & Mian, A., Mar 2011, In : Pattern Recognition. 44, 3, p. 544-558

  Research output: Contribution to journal › Article

  • Face recognition
  • Graphics processing unit
  • MATLAB
  • Pixels
  • Computer hardware
  39 Citations (Scopus)

  9 Downloads (Pure)

• Constructing specialised corpora through analysing domain representativeness of websites

  Wong, W., Liu, W. & Bennamoun, M., 2011, In : Language Resources and Evaluation. 45, 2, p. 209-241

  Research output: Contribution to journal › Article

  • Specialized Corpora
  • Representativeness
  • Web Sites
  • search engine
  • website
  4 Citations (Scopus)

• 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 journal › Article

  Open Access

  File

  • Reefs
  • Image classification
  • Autonomous underwater vehicles
  • Deep learning
  • Aquatic ecosystems
  17 Citations (Scopus)

  523 Downloads (Pure)

• 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 journal › Article

  • Fusion reactions
  15 Citations (Scopus)

• Efficient Detection and Recognition of 3D Ears

  Islam, S., Davies, R., Bennamoun, M. & Mian, A., 1 Apr 2011, In : International Journal of Computer Vision. 95, 1, p. 52-73

  Research output: Contribution to journal › Article

  Open Access

  File

  • Adaptive boosting
  • Detectors
  • Biometrics
  • Classifiers
  • Geometry
  62 Citations (Scopus)

  403 Downloads (Pure)

• Efficient finer-grained incremental processing with MapReduce for big data

  Zhang, L., Feng, Y., Shen, P., Zhu, G., Wei, W., Song, J., Ali Shah, S. A. & Bennamoun, M., 1 Mar 2018, In : Future Generation Computer Systems. 80, p. 102-111 10 p.

  Research output: Contribution to journal › Article

  • Distributed computer systems
  • Big data
  • Cluster computing
  • Information technology
  • Wear of materials
  3 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 journal › Article

  Open Access

  • Object recognition
  • Salix
  • Glossaries
  • Navigation
  • Robots
  7 Citations (Scopus)

• 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 journal › Article

  Open Access

  • Weights and Measures
  • Discriminant Analysis
  • Statistical Factor Analysis

• Geometric Distortion Measurement for Shape Coding: A Contemporary Review

  Sohel, F., Karmakar, G. C., Dooley, L. S. & Bennamoun, M., 2011, In : ACM Computing Surveys. 43, 4, p. 1-22

  Research output: Contribution to journal › Article

  • Coding
  • Rate-distortion
  • Review
  • Metric
  • Measurement Techniques
  7 Citations (Scopus)

• 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 journal › Article

  Open Access

  • Testing
  • Deep learning
  • Probability distributions
  • Entropy
  • Cameras
  2 Citations (Scopus)

• Illumination normalization of facial images by reversing the process of image formation

  Al-Osaimi, F. R., Bennamoun, M. & Mian, A., Nov 2011, In : Machine Vision and Applications. 22, 6, p. 899-911

  Research output: Contribution to journal › Article

  • Lighting
  • Image processing
  • Light sources
  • Face recognition
  • Color
  13 Citations (Scopus)

• Improving Semantic Image Segmentation with a Probabilistic Superpixel-Based Dense Conditional Random Field

  Zhang, L., Li, H., Shen, P., Zhu, G., Song, J., Shah, S. A. A., Zhang, L. & Bennamoun, M., 9 Mar 2018, In : IEEE Access. 6, p. 15297-15310 14 p., 2169-3536.

  Research output: Contribution to journal › Article

  Open Access

  • Superpixels
  • Image segmentation
  • Semantics
  • Neural networks
  • Labels
  13 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 journal › Article

  • Neural networks
  • Recurrent neural networks
  55 Citations (Scopus)

• Multibiometric human recognition using 3D ear and face features

  Islam, S., Davies, R., Bennamoun, M., Owens, R. & Mian, A., Mar 2013, In : Pattern Recognition. 46, 3, p. 613-627

  Research output: Contribution to journal › Article

  • Biometrics
  • Fusion reactions
  26 Citations (Scopus)

• Nature-inspired techniques in the context of fraud detection

  Behdad, M., Barone, L., Bennamoun, M. & French, T., 2012, In : IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews. 42, 6, p. 1273 - 1290

  Research output: Contribution to journal › Article
  38 Citations (Scopus)

• On principal component analysis for high-dimensional XCSR

  Behdad, M., French, T., Barone, L. & Bennamoun, M., 2012, In : Evolutionary Intelligence. 5, p. 129-138

  Research output: Contribution to journal › Article
  5 Citations (Scopus)

• Ontology Learning from Text: A look back and into the future

  Wong, W. Y., Liu, W. & Bennamoun, M., 2012, In : ACM Computing Surveys. 44, 4, p. 1-36

  Research output: Contribution to journal › Article
  225 Citations (Scopus)

• On XCSR for electronic fraud detection

  Behdad, M., Barone, L., French, T. & Bennamoun, M., 2012, In : Evolutionary Intelligence. 5, p. 139-150

  Research output: Contribution to journal › Article
  11 Citations (Scopus)

• RAFP-Pred: Robust Prediction of Antifreeze Proteins using Localized Analysis of n-Peptide Compositions

  Khan, S., Naseem, I., Togneri, R. & Bennamoun, M., 2018, In : IEEE/ACM Transactions on Computational Biology and Bioinformatics. 15, 1, p. 244-250

  Research output: Contribution to journal › Article

  • Antifreeze Proteins
  • prednylidene
  • Peptides
  • Protein
  • Proteins
  10 Citations (Scopus)

• Robust regression for face recognition

  Naseem, I., Togneri, R. & Bennamoun, M., 2012, In : Pattern Recognition. 45, 1, p. 104-118

  Research output: Contribution to journal › Article

  • Linear regression
  • Face recognition
  • Lighting
  • Pixels
  • Speckle
  103 Citations (Scopus)

• Rotational Projection Statistics for 3D Local Surface Description and Object Recognition

  Guo, Y., Sohel, F., Bennamoun, M., Lu, M. & Wan, J., 2013, In : International Journal of Computer Vision. 105, 1, p. 63-86

  Research output: Contribution to journal › Article
  335 Citations (Scopus)

• Semantic scene completion with dense CRF from a single depth image

  Zhang, L., Wang, L., Zhang, X., Shen, P., Bennamoun, M., Zhu, G., Shah, S. A. A. & Song, J., 27 Nov 2018, In : Neurocomputing. 318, p. 182-195 14 p.

  Research output: Contribution to journal › Article

  • Semantics
  • Robots
  • Linear Programming
  • Datasets
  • Linear programming
  7 Citations (Scopus)

• Sliding-Window Designs for Vertex-based Shape Coding

  Sohel, F., Karmakar, G. C., Dooley, L. S. & Bennamoun, M., 2012, In : IEEE Transactions on Multimedia. 14, 3, p. 683-692

  Research output: Contribution to journal › Article

  7 Citations (Scopus)

• Spatially optimized data-level fusion of texture and shape for face recognition

  Al-Osaimi, F. R., Bennamoun, M. & Mian, A., 11 Aug 2012, In : IEEE Transactions on Image Processing. 21, 2, p. 859-872

  Research output: Contribution to journal › Article

  • Face recognition
  • Fusion reactions
  • Textures
  • Lighting
  • Pixels
  46 Citations (Scopus)

• The most discriminant subbands for face recognition: A novel information-theoretic framework

  Alim, A., Naseem, I., Togneri, R. & Bennamoun, M., 1 Sep 2018, In : International Journal of Wavelets, Multiresolution and Information Processing. 16, 5, 1850040.

  Research output: Contribution to journal › Article

  • Face Recognition
  • Discriminant
  • Face recognition
  • Face
  • Framework
  1 Citation (Scopus)

• Three-dimensional image registration as a tool for forensic odontology: A preliminary investigation

  Abduo, J. & Bennamoun, M., 2013, In : American Journal of Forensic Medicine and Pathology. 34, 3, p. 260-266

  Research output: Contribution to journal › Article
  14 Citations (Scopus)

• Three-dimensional scanning for measurement of bulk density in gravelly soils

  Scanlan, C. A., Rahmani, H., Bowles, R. & Bennamoun, M., 1 Sep 2018, In : Soil Use and Management. 34, 3, p. 380-387 8 p.

  Research output: Contribution to journal › Article

  Open Access

  • gravelly soils
  • bulk density
  • casts (medical)
  • void
  • Soils
  1 Citation (Scopus)
• Book

  A Guide to Convolutional Neural Networks for Computer Vision

  Khan, S., Rahmani, H., Shah, S. A. A. & Bennamoun, M., 2018, Morgan & Claypool Publishers. 207 p. (Synthesis Lectures on Computer Vision; vol. 8, no. 1)

  Research output: Book/Report › Book

  • Computer vision
  • Neural networks
  • Image classification
  • Sports medicine
  • Network layers

• Neural Representations of Natural Language

  White, L., Togneri, R., Liu, W. & Bennamoun, M., 2018, 1 ed. Austria: Springer. 122 p. (Studies in Computational Intelligence; vol. 783)

  Research output: Book/Report › Book

  • Neural networks
  • Recurrent neural networks
  • Byproducts
• Chapter

  3D Face Surface Analysis and Recognition Based on Facial Surface Features

  Al-Osaimi, F. R. M. & Bennamoun, M., 2013, 3D Face Modeling, Analysis and Recognition. Daoudi, M., Srivastava, A. & Veltkamp, R. (eds.). Australia: John Wiley & Sons, Vol. nil. p. 39-76

  Research output: Chapter in Book/Conference paper › Chapter
  2 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 paper › Chapter

  • Gesture recognition
  • Computer vision
  • Deep learning
  • User interfaces
  • Neural networks
  16 Citations (Scopus)

• Sparse Representation for View - Based Face Recognition

  Naseem, I., Togneri, R. & Bennamoun, M., 2011, Advances in Face Image Analysis: Techniques and Technologies. Zhang, Y-J. (ed.). United States: IGI Global, p. 164-177

  Research output: Chapter in Book/Conference paper › Chapter
• Conference article

  Attention in Convolutional LSTM for Gesture Recognition

  Shah, S., Bennamoun, M. & Zhang, L., 1 Oct 2018, In : Advances in Neural Information Processing Systems.

  Research output: Contribution to journal › Conference article

  • Long short-term memory
  • Gesture recognition
  • Fusion reactions
  • Convolution
  • Neural networks
  15 Citations (Scopus)

• Improving semantic image segmentation with a probabilistic superpixel-based fully connected CRF

  Zhang, L., Li, H., Zhu, G., Shen, P., Shah, S. A. & Bennamoun, M., 12 Mar 2018, In : IEEE Access. 6, p. 15297 - 15310

  Research output: Contribution to journal › Conference article

  • Superpixels
  • Image segmentation
  • Semantics
  • Pixels
  • Neural networks
• Conference paper

  3D-Div: A novel local surface descriptor for feature matching and pairwise range image registration

  Shah, S. A., Bennamoun, M., Boussaid, F. & El-Sallam Abd, A., 2013, Proceedings of 20th IEEE International Conference on Image Processing (ICIP), 2013. Australia: IEEE, Institute of Electrical and Electronics Engineers, Vol. nil. p. 2934-2938

  Research output: Chapter in Book/Conference paper › Conference paper
  21 Citations (Scopus)

• 3D face identification using Curvelet transform

  Elaiwat, S., Boussaid, F., Bennamoun, M. & El-Sallam, A., 2013, 2013 1st International Conference on Communications, Signal Processing and Their Applications, ICCSPA 2013. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 6pp

  Research output: Chapter in Book/Conference paper › Conference paper
  2 Citations (Scopus)

• 3D Free form Object Recognition Using Rotational Projection Statistics

  Guo, Y., Bennamoun, M., Sohel, F., Wan, J. & Lu, M., 2013, 2013 IEEE Workshop on Applications of Computer Vision (WACV). United States: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 1-8

  Research output: Chapter in Book/Conference paper › Conference paper
  22 Citations (Scopus)

  10 Downloads (Pure)

• 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 paper › Conference paper
  6 Citations (Scopus)

• A 3D Audio-visual Corpus for Speech Recognition

  Sui, C., Haque, S., Togneri, R. & Bennamoun, M., 2012, Proceedings of the 14th Australasian International Conference on Speech Science and Technology. Australia: Australasian Speech Science and Technology Association Inc, Vol. 14. p. 125-128

  Research output: Chapter in Book/Conference paper › Conference paper

• A Lip Extraction Algorithm Using Region-based ACM With Automatic Contour Initialization

  Sui, C., Bennamoun, M., Togneri, R. & Haque, S., 2013, 2013 IEEE Workshop on Applications of Computer Vision (WACV). United States: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 275-280

  Research output: Chapter in Book/Conference paper › Conference paper
  8 Citations (Scopus)

• A Low Cost 3D Markerless System for the Reconstruction of Athletic Techniques

  El-Sallam Abd, A., Bennamoun, M., Sohel, F., Alderson, J., Lyttle, A. & Rossi, M., 2013, 2013 IEEE Workshop on Applications of Computer Vision (WACV). Unites States: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 222-229

  Research output: Chapter in Book/Conference paper › Conference paper
  4 Citations (Scopus)

• A low cost visual hull based markerless system for the optimization of athletic techniques in outdoor environments

  El-Sallam, A., Bennamoun, M., Sohel, F., Alderson, J., Lyttle, A. & Warburton, T., 2013, GRAPP & IVAPP 2013: Proceedings of the International Conference on Computer Graphics Theory and Applications and International Conference on Information Visualization Theory and Applications. Spain: Scitepress, Vol. 1. p. 49-59

  Research output: Chapter in Book/Conference paper › Conference paper

  1 Citation (Scopus)