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• Abstract/Meeting Abstract

  Artificial intelligence methods for real-time pharmacovigilance monitoring to predict adverse cardiac events

  Lu, J., Bennamoun, M., Sohel, F., Dwivedi, G., An, S., Rankin, J. & Sanfilippo, F., 2019, In : Heart, Lung & Circulation.

  Research output: Contribution to journal › 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

  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 journal › Article

  • Face Recognition
  • Curvelet
  • Local Features
  • Facial Expression
  • 3D
  41 Citations (Scopus)

• 3D object recognition in cluttered scenes with local surface features: A survey

  Guo, Y., Bennamoun, M., Sohel, F., Lu, M. & Wan, J., 1 Nov 2014, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 36, 11, p. 2270-2287 18 p.

  Research output: Contribution to journal › Article

  • 3D Object Recognition
  • Object recognition
  • Local Features
  • Occlusion
  • Clutter
  358 Citations (Scopus)

  12 Downloads (Pure)

• A Comprehensive Performance Evaluation of 3D Local Feature Descriptors

  Guo, Y., Bennamoun, M., Sohel, F., Lu, M., Wan, J. & Kwok, N. M., Jan 2016, In : International Journal of Computer Vision. 116, 1, p. 66-89

  Research output: Contribution to journal › Article

  • Shot noise
  • 3D modeling
  • Object recognition
  • Computational efficiency
  • Industry
  284 Citations (Scopus)

  11 Downloads (Pure)

• A Discriminative Representation of Convolutional Features for Indoor Scene Recognition

  Khan, S., Hayat, M., Bennamoun, M., Togneri, R. & Sohel, F. A., Jul 2016, In : IEEE Transactions on Image Processing. 25, 7, p. 3372-3383

  Research output: Contribution to journal › Article

  • Chemical activation
  • Object recognition
  • Neural networks
  49 Citations (Scopus)

• 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
  19 Citations (Scopus)

• A joint Deep Boltzmann Machine (jDBM) Model for Person Identification using Mobile Phone Data

  Alam, M., Bennamoun, M., Togneri, R. & Sohel, F., 5 Oct 2016, In : IEEE Transactions on Multimedia. 19, 2, p. 317-326

  Research output: Contribution to journal › Article

  • Cellular telephones
  • Image recognition
  • Bayesian networks
  • Chemical activation
  • Logistics
  13 Citations (Scopus)

• 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
  19 Citations (Scopus)

• An accurate and robust range image registration algorithm for 3D object modeling

  Guo, Y., Sohel, F., Bennamoun, M., Wan, J. & Lu, M., Aug 2014, In : IEEE Transactions on Multimedia. 16, 5, p. 1377-1390

  Research output: Contribution to journal › Article

  • Image registration
  • Seed
  • Statistics
  • Set theory
  96 Citations (Scopus)

• An automatic framework for textured 3D video-based facial expression recognition

  Hayat, M. & Bennamoun, M., Jul 2014, In : IEEE Transactions on Affective Computing. 5, 3, p. 301-313

  Research output: Contribution to journal › Article

  • Hilbert spaces
  • Clustering algorithms
  • Fusion reactions
  30 Citations (Scopus)

  10 Downloads (Pure)

• An efficient 3D face recognition approach using local geometrical signatures

  Lei, Y., Bennamoun, M., Hayat, M. & Guo, Y., Feb 2014, In : Pattern Recognition. 47, 2, p. 509-524 16 p.

  Research output: Contribution to journal › Article

  • Face recognition
  • Experiments
  • Computational efficiency
  • Principal component analysis
  • Support vector machines
  76 Citations (Scopus)

  10 Downloads (Pure)

• 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 novel feature representation for automatic 3D object recognition in cluttered scenes

  Shah, S. A. A., Bennamoun, M. & Boussaid, F., 12 Sep 2016, In : Neurocomputing. 205, p. 1-15

  Research output: Contribution to journal › Article

  • Object recognition
  • Datasets
  • Vorticity
  • Detectors
  18 Citations (Scopus)

  10 Downloads (Pure)

• An RGB-D based image set classification for robust face recognition from Kinect data

  Hayat, M., Bennamoun, M. & El-Sallam Abd, A., 1 Jan 2016, In : Neurocomputing. 171, p. 889-900

  Research output: Contribution to journal › Article

  • Facial Recognition
  • Lie groups
  • Face recognition
  • Set theory
  • Facial Expression
  18 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 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 journal › Article

  • Semantics
  • Surface structure
  • Facial Recognition
  • Face recognition
  • Datasets
  8 Citations (Scopus)

• A spatial layout and scale invariant feature representation for indoor scene classification

  Hayat, M., Khan, S. H., Bennamoun, M. & An, S., Oct 2016, In : IEEE Transactions on Image Processing. 25, 10, p. 4829-4841

  Research output: Contribution to journal › Article

  Open Access

  File

  • Invariance
  • Sports
  • Network architecture
  • Chemical activation
  • Neural networks
  27 Citations (Scopus)

  502 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 journal › Article

  • Interfaces (computer)
  • Labels
  • Experiments
  45 Citations (Scopus)

  10 Downloads (Pure)

• A Two-Phase Weighted Collaborative Representation for 3D partial face recognition with single sample

  Lei, Y., Guo, Y., Hayat, M., Bennamoun, M. & Zhou, X., 2016, In : Pattern Recognition. 52, p. 218-237 20 p.

  Research output: Contribution to journal › Article

  • Face recognition
  • Statistics
  • Availability
  • Set theory
  55 Citations (Scopus)

• Automated segmentation of gravel particles from depth images of gravel-soil mixtures

  Rahmani, H., Scanlan, C., Nadeem, U., Bennamoun, M. & Bowles, R., Jul 2019, In : Computers & Geosciences. 128, p. 1-10 10 p.

  Research output: Contribution to journal › Article

  Open Access
  3 Citations (Scopus)

• Automatic shadow detection and removal from a single image

  Khan, S. H., Bennamoun, M., Sohel, F. & Togneri, R., 1 Mar 2016, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 38, 3, p. 431-446 16 p.

  Research output: Contribution to journal › Article

  Open Access

  File
  115 Citations (Scopus)

  666 Downloads (Pure)

• Continuous Gesture Segmentation and Recognition using 3DCNN and Convolutional LSTM

  Zhu, G., Zhang, L., Shen, P., Song, J., Shah, S. A. A. & Bennamoun, M., Apr 2019, In : IEEE Transactions on Multimedia. p. 1011-1021

  Research output: Contribution to journal › Article

  • Gesture recognition
  • Long short-term memory
  • Neural networks
  • Hinges
  • Network architecture
  11 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)

  482 Downloads (Pure)

• Deep learning-based 3D local feature descriptor from Mercator projections

  Rezaei, M., Rezaeian, M., Derhami, V., Sohel, F. & Bennamoun, M., Oct 2019, In : Computer Aided Geometric Design. 74, 101771.

  Research output: Contribution to journal › Article

  • Local Features
  • Descriptors
  • Deep neural networks
  • Deep learning
  • Learning
  2 Citations (Scopus)

• 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)

• EI3D: Expression-invariant 3D face recognition based on feature and shape matching

  Guo, Y., Lei, Y., Liu, L., Wang, Y., Bennamoun, M. & Sohel, F., 1 Nov 2016, In : Pattern Recognition Letters. 83, p. 403-412

  Research output: Contribution to journal › Article

  • Face recognition
  • Invariance
  19 Citations (Scopus)

• Enhanced q-least Mean Square

  Sadiq, A., Khan, S., Naseem, I., Togneri, R. & Bennamoun, M., 26 Mar 2019, In : Circuits, Systems, and Signal Processing. 23 p.

  Research output: Contribution to journal › Article

  • Least Mean Square
  • Q-calculus
  • Learning Rate
  • Stochastic Gradient
  • Gradient Algorithm
  6 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

• Feature selection and transformation by machine learning reduce variable numbers and improve prediction for heart failure readmission or death

  Awan, S. E., Bennamoun, M., Sohel, F., Sanfilippo, F. M., Chow, B. J. & Dwivedi, G., 26 Jun 2019, In : PLoS One. 14, 6, e0218760.

  Research output: Contribution to journal › Article

  Open Access

  • heart failure
  • artificial intelligence
  • Machine Learning
  • Feature extraction
  • Machine learning
  4 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)

• Impact of digital prosthodontic planning on dental esthetics: Biometric analysis of esthetic parameters

  Abduo, J., Bennamoun, M., Tennant, M. & McGeachie, J. K., Jan 2016, In : Journal of Prosthetic Dentistry. 115, 1, p. 57-64 8 p.

  Research output: Contribution to journal › Article
  6 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)

• Improving the Face of Cosmetic Medicine: An Automatic Three-dimensional Analysis System for Facial Rejuvenation

  Molton, M., Shah, S. A. & Bennamoun, M., 2016, In : Journal of Aesthetic & Reconstructive Surgery . 2, 2, 6 p., 12.

  Research output: Contribution to journal › Article

  Open Access

  • Rejuvenation
  • Medicine
  • Outcome Assessment (Health Care)
  • Three-Dimensional Imaging
  • X Ray Computed Tomography

• Integrating Geometrical Context for Semantic Labeling of Indoor Scenes using RGBD Images

  Khan, S., Bennamoun, M., Sohel, F., Togneri, R. & Naseem, I., Mar 2016, In : International Journal of Computer Vision. 117, 1, p. 1-20

  Research output: Contribution to journal › Article

  Open Access

  File

  • Labeling
  • Semantics
  • Pixels
  • Geometry
  • Labels
  17 Citations (Scopus)

  518 Downloads (Pure)

• Iris recognition using class-specific dictionaries

  Naseem, I., Aleem, A., Togneri, R. & Bennamoun, M., Aug 2016, In : Computers and Electrical Engineering. 62, p. 178-193 16 p.

  Research output: Contribution to journal › Article

  • Glossaries
  • Fusion reactions
  • Inverse problems
  5 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 journal › Article

  • Deep Learning
  • Facial Recognition
  • Object recognition
  • Deep learning
  • Face recognition
  49 Citations (Scopus)

• Label Universal Targeted Attack

  Akhtar, N., Jalwana, M. A. A. K., Bennamoun, M. & Mian, A., 27 May 2019, arXiv preprint 15 p.

  Research output: Contribution to specialist publication › Article

  File

  • Labels
  236 Downloads (Pure)

• LCEval: Learned Composite Metric for Caption Evaluation

  Sharif, N., White, L., Bennamoun, M., Liu, W. & Shah, S. A. A., Oct 2019, In : International Journal of Computer Vision. 127, 10, p. 1586-1610

  Research output: Contribution to journal › Article

  • Linguistics
  • Neural networks
  • Composite materials

• 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
  48 Citations (Scopus)

• 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 journal › Article

  • Lighting
  7 Citations (Scopus)

• Machine Learning Approaches for Prediction of Facial Rejuvenation Using Real and Synthetic Data

  Shah, S. A. A., Bennamoun, M. & Molton, M. K., 2019, In : IEEE Access. 7, p. 23779-23787 9 p.

  Research output: Contribution to journal › Article

  Open Access
  2 Citations (Scopus)

• Machine learning-based prediction of heart failure readmission or death: implications of choosing the right model and the right metrics

  Awan, S. E., Bennamoun, M., Sohel, F., Sanfilippo, F. M. & Dwivedi, G., 1 Apr 2019, In : ESC Heart Failure. 6, 2, p. 428-435 8 p.

  Research output: Contribution to journal › Article

  Open Access

  • Machine Learning
  • Area Under Curve
  • Heart Failure
  • Neural Networks (Computer)
  • Sensitivity and Specificity
  10 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)

• NormalNet: A voxel-based CNN for 3D object classification and retrieval

  Wang, C., Cheng, M., Sohel, F., Bennamoun, M. & Li, J., 5 Jan 2019, In : Neurocomputing. 323, p. 139-147 9 p.

  Research output: Contribution to journal › Article
  26 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
  221 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)

• Performance evaluation of large 3D fingerprint databases

  Zhou, W., Hu, J., Wang, S., Petersen, I. & Bennamoun, M., 2014, In : Electronics Letters. 50, 15, p. 1060-1061

  Research output: Contribution to journal › Article

  • Biometrics
  • Sensors
  • Experiments
  7 Citations (Scopus)