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• Review article

  Application of Artificial Intelligence in Coronary Computed Tomography Angiography

  Selvarajah, A., Bennamoun, M., Playford, D., Chow, B. J. W. & Dwivedi, G., 1 Jun 2018, In : Current Cardiovascular Imaging Reports. 11, 6, 12.

  Research output: Contribution to journal › Review article

  • Artificial Intelligence
  • Computed Tomography Angiography
  • Myocardial Fractional Flow Reserve
  • Deep Learning
  • Automation
  3 Citations (Scopus)

• Machine learning in heart failure: Ready for prime time

  Awan, S. E., Sohel, F., Sanfilippo, F. M., Bennamoun, M. & Dwivedi, G., 1 Mar 2018, In : Current Opinion in Cardiology. 33, 2, p. 190-195 6 p.

  Research output: Contribution to journal › Review article

  • Machine Learning
  • Deep Learning
  • Heart Failure
  • Big Data
  • Cost Savings
  19 Citations (Scopus)

• Response to "Ghost Numbers"

  Hayat, M., Bennamoun, M. & An, S., 1 Oct 2018, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 40, 10, 1 p., 8454023.

  Research output: Contribution to journal › Review article
• Other chapter contribution

  Interdisciplinary learning for final year engineering projects: case studies

  Sohel, F., Thorne, C., Jegathesan, J. J., Sergeev, E. & Bennamoun, M., 2011, 22nd Annual Conference for the Australasian Association for Engineering Education. ACT, Australia: Engineers Australia, p. 498-504

  Research output: Chapter in Book/Conference paper › Other chapter contribution
• Letter

  Biometric security for mobile computing

  Hu, J., Bhagavatula, V., Bennamoun, M. & Toh, K-A., 2011, In : Security and Communication Networks. 4, 5, p. 483-486

  Research output: Contribution to journal › Letter
  2 Citations (Scopus)

• Message from CIT2013 Chairs

  Chen, J., Cao, J., Abawajy, J. H., Mauri, J. L., Bennamoun, M., Gościński, A. M., Blumenstein, M., Wei, D. & Yang, L. T., 2013, In : Proceedings - 16th IEEE International Conference on Computational Science and Engineering, CSE 2013. p. xxiii

  Research output: Contribution to journal › Letter
• Editorial

  Guest Editors' Introduction to the Special Issue on RGB-D Vision: Methods and Applications

  Bennamoun, M., Guo, Y., Tombari, F., Youcef-Toumi, K. & Nishino, K., 1 Oct 2020, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 42, 10, p. 2329-2332 4 p., 9185968.

  Research output: Contribution to journal › Editorial

  Open Access
  1 Citation (Scopus)
• Edited book/Anthology

  Ontology Learning and Knowledge Discovery Using The Web: Challenges and Recent Advances

  Wong, W., Liu, W. & Bennamoun, M., 2011, - ed. USA: IGI Global.

  Research output: Book/Report › Edited book/Anthology
  3 Citations (Scopus)
• 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 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)

• An efficient reliability estimation technique for audio-visual person identification

  Alam, M., Bennamoun, M., Togneri, R. & Sohel, F., 2013, Proceedings of the 2013 IEEE 8th Conference on Industrial Electronics and Applications (ICIEA). United States: IEEE, Institute of Electrical and Electronics Engineers, p. 1631-1635

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

• An HMM-SVM-Based Automatic Image Annotation Approach

  Lei, Y., Wong, W., Liu, W. & Bennamoun, M., 2011, Computer Vision - ACCV 2010. Germany: Springer, Vol. 6495. p. 115-126

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

• A Novel Local Surface Description for Automatic 3D Object Recognition in Low Resolution Cluttered Scenes

  Shah, S. A., Bennamoun, M., Boussaid, F. & El-Sallam Abd, A., 2013, Proceedings of the 2013 IEEE International Conference on Computer Vision Workshops (ICCVW),. Australia: IEEE, Institute of Electrical and Electronics Engineers, Vol. nil. p. 638-643

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

• A Three Dimensional Imaging-based Framework for Planning Maxillomandibular Advancement Surgery for the Treatment of Obstructive Sleep Apnoea

  Islam, S. M. S., Lucey, A. D., Cisonni, J., Goonewardene, M., Bennamoun, M., Farella, M. & Abduo, J., 2013, Proceedings 2013 4th World Congress on Software Engineering (WCSE 2013). USA: CPS, p. 301-306

  Research output: Chapter in Book/Conference paper › Conference paper
  1 Citation (Scopus)

• Audio-Visual Biometric Recognition Via Joint Sparse Representations

  Primorac, R., Togneri, R., Bennamoun, M. & Sohel, F., 2016, Proceedings of the 23rd International Conference on Pattern Recognition (ICPR). Bayro-Corrochano, E. (ed.). USA: IEEE, Institute of Electrical and Electronics Engineers, p. 3026-3030

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

  • Biometrics
  • Identification (control systems)
  • Fusion reactions
  • Pixels
  2 Citations (Scopus)

  12 Downloads (Pure)

• 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 paper › Conference paper

  • coral reefs
  • annotations
  • Reefs
  • ecosystems
  • Aquatic ecosystems
  22 Citations (Scopus)

• Automatic object detection using objectness measure

  Shah, S. A. A., Bennamoun, M., Boussaid, F. & 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
  10 Citations (Scopus)

• Binary Descriptor Based on Heat Diffusion for Non-rigid Shape Analysis

  Wang, X., Sohel, F., Bennamoun, M. & Lei, H., 2016, Pacific-Rim Symposium on Image and Video Technology. Bräunl, T., McCane, B., Rivera, M. & Yu, X. (eds.). USA: Springer, p. 751-761 11 p. (Lecture Notes in Computer Science ; vol. 9431).

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

  • Hamming distance
  • Hot Temperature
  • Experiments
  2 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 paper › Conference paper

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

• Clustering of Video Patches on Grassmannian Manifold for Facial Expression Recognition from 3D Videos

  Hayat, M., Bennamoun, M. & El-Sallam Abd, A., 2013, 2013 IEEE Workshop on Applications of Computer Vision (WACV). United States: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 83-88

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

  • Reefs
  • Textures
  • Pixels
  • Color
  38 Citations (Scopus)

• Deep Boltzmann Machines for i-Vector Based Audio-Visual Person Identification

  Alam, M. R., Bennamoun, M., Togneri, R. & Sohel, F., 2016, Image and Video Technology, PSIVT 2015. Bräunl, T., McCane, B., Rivera, M. & Yu, X. (eds.). USA: Springer-Verlag London Ltd., Vol. 9431. p. 631-641 11 p. (Lecture Notes in Computer Science).

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

  • Backpropagation
  • Classifiers
  • Experiments
  3 Citations (Scopus)

• Efficient Detection of Pixel-Level Adversarial Attacks

  Shah, S. A. A., Bougre, M., Akhtar, N., Bennamoun, M. & Zhang, L., Oct 2020, 2020 IEEE International Conference on Image Processing, ICIP 2020 - Proceedings. United Arab Emirates: IEEE, Institute of Electrical and Electronics Engineers, p. 718-722 5 p. 9191084. (Proceedings - International Conference on Image Processing, ICIP; vol. 2020-October).

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

  • Pixels
  • Robotics
  • Object recognition
  • Deep learning
  • Chemical activation

• Evaluating Shape and Appearance Descriptors for 3D Human Pose Estimation

  Sedai, S., Bennamoun, M. & Huynh, D., 2011, Proceedings of the 2011 6th IEEE Conference on Industrial Electronics & Applications. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. Single. p. 287-292

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

  4 Citations (Scopus)

• Forward-looking sonar image registration using polar transform

  Zhang, J., Sohel, F., Bian, H., Bennamoun, M. & An, S., 28 Nov 2016, OCEANS 2016 MTS/IEEE Monterey, OCE 2016. IEEE, Institute of Electrical and Electronics Engineers, 7761052

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

  • sonar
  • image registration
  • Sonar
  • Image registration
  • transform
  6 Citations (Scopus)

• Generating bags of words from the sums of their word embeddings

  White, L., Togneri, R., Liu, W. & Bennamoun, M., 1 Jan 2018, Computational Linguistics and Intelligent Text Processing - 17th International Conference, CICLing 2016, Revised Selected Papers. Gelbukh, A. (ed.). Austria: Springer-Verlag Wien, p. 91-102 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9623 LNCS).

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

  • Information retrieval
  • Semantics
  • Data storage equipment
  • Neural networks
  • Meaning

• Generating Bags of Words from the Sums of their Word Embeddings

  White, L., Togneri, R., Liu, W. & Bennamoun, M., 2016, International Conference on Intelligent Text Processing and Computational Linguistics (CICLing 2016). p. 1-12

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

• Heat Propagation Contours for 3D Non-rigid Shape Analysis

  Wang, X., Sohel, F., Bennamoun, M. & Lei, H., 2016, 2016 IEEE Winter Conference on Applications of Computer Vision (WACV). Hoogs, A. & Davis, L. (eds.). United States: IEEE, Institute of Electrical and Electronics Engineers, 7 p. 7477648

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

  • Hot Temperature
  • Geometry
  4 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 paper › Conference paper

  • Human
  • Prediction
  • Interaction
  • Image coding
  • Image Coding
  23 Citations (Scopus)

• Improving Image-Based Localization with Deep Learning: The Impact of the Loss Function

  Ward, I. R., Jalwana, M. A. A. K. & Bennamoun, M., 2020, Image and Video Technology - PSIVT 2019 International Workshops, Revised Selected Papers. Dabrowski, J. J., Rahman, A. & Paul, M. (eds.). Springer Link, p. 111-124 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11994 LNCS).

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

  • Loss Function
  • Deep learning
  • Learning
  • Term
  • Regression

• Integrating Shape and Color Cues for Textured 3D Object Recognition

  Guo, Y., Sohel, F., Bennamoun, M., Wan, J. & Lu, M., 2013, Proceedings of the 2013 IEEE 8th Conference on Industrial Electronics and Applications (ICIEA). USA: IEEE, Institute of Electrical and Electronics Engineers, p. 1614-1619

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

• Integrating Visual Classifier Ensemble with Term Extraction for Automatic Image Annotation

  Lei, Y. J., Wong, W., Bennamoun, M. & Liu, W., 2011, Proceedings of the 2011 6th IEEE Conference on Industrial Electronics and Applications (ICIEA). Beijing, China: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 1959-1965

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

  • Image annotation
  • Classifiers
  • Support vector machines
  1 Citation (Scopus)

• Learning-based Composite Metrics for Improved Caption Evaluation

  Sharif, N., Bennamoun, M., White, L. R. & Shah, S., 2018, Proceedings of ACL 2018, Student Research Workshop. Australia: Association for Computational Linguistics, p. 14-20

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

  • Linguistics
  • Composite materials
  • Semantics
  • Image quality
  6 Citations (Scopus)

• Leveraging Linguistically-aware Object Relations and NASNet for Image Captioning

  Sharif, N., Jalwana, M. A. A. K., Bennamoun, M., Liu, W. & Shah, S. A. A., 2020, 2020 35th International Conference on Image and Vision Computing New Zealand (IVCNZ). IEEE, Institute of Electrical and Electronics Engineers, p. 1-6 6 p. 9290719

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

  • Semantics
  • Experiments

• Linear Regression-based Classifier for audio visual person identification

  Alam, M., Togneri, R., Sohel, F., Bennamoun, M. & Naseem, I., 2013, 2013 1st International Conference on Communications, Signal Processing and Their Applications, ICCSPA 2013. United States: IEEE, Institute of Electrical and Electronics Engineers, p. 5pp

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

• NNEval: Neural Network based Evaluation Metric for Image Captioning

  Sharif, N., White, L. R., Bennamoun, M. & Shah, S., 2018, ECCV. Springer, p. 39-55

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

  Open Access

  • Semantics
  • Neural networks
  • Linguistics
  • Experiments

• Nose tip detection and tracking in 3D video sequences

  Peng, X. & Bennamoun, M., 2011, Proceedings of the International Conference on Computer Graphics Theory and Applications (GRAPP 2011). Portugal: SciTe Press, Vol. 1. p. 13-22

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

• NovelPerspective: Identifying Point of View Characters

  White, L., Togneri, R., Liu, W. & Bennamoun, M., 2018, Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics-System Demonstrations. Melbourne: Association for Computational Linguistics, Vol. 2. p. 7-12 6 p.

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

  Open Access

• Partial fingerprint reconstruction with improved smooth extension

  Zhou, W., Hu, J., Petersen, I. & Bennamoun, M., 2013, Network and System Security. Lopez, J. & Sandhu, R. (eds.). USA: Springer, Vol. 7873 LNCS. p. 756 - 762

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

  10 Downloads (Pure)

• PCA for Improving the Performance of XCSR in Classification of High Dimensional Problems

  Behdad, M., French, T., Barone, L. & Bennamoun, M., 2011, Proceedings of the 13th Annual Conference Companion on Genetic and Evolutionary Computation. New York, NY, USA: Association for Computing Machinery (ACM), Vol. -. p. 361-368

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

• Performance Evaluation of 2D to 3D Fingerprint Recognition

  Zhou, W., Petersen, I., Hu, J., Wang, S. & Bennamoun, M., 2013, Proceedings of the 2013 6th International Congress on Image and Signal Processing CISP 2013. Online: IEEE, Institute of Electrical and Electronics Engineers, Vol. 3. p. 1736-1741

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

• Real-time Pose Estimation of Rigid Objects using RGB-D Imagery

  Asif, U., Bennamoun, M. & Sohel, F., 2013, Proceedings of the 2013 IEEE 8th Conference on Industrial Electronics and Applications (ICIEA). USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 1692-1699

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

• Reflective Field for Pixel-Level Tasks

  Zhang, L., Kong, X., Shen, P., Zhu, G., Shah, S., Bennamoun, M. & Song, J., 10 Oct 2018, Reflective Field for Pixel-Level Tasks. IEEE, Institute of Electrical and Electronics Engineers, p. 529-534

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

  • Pixels
  • Volatile organic compounds
  • Semantics
  • Neural networks

• Resfeats: Residual network based features for image classification

  Mahmood, A., Bennamoun, M., An, S. & Sohel, F., 20 Feb 2018, 2017 IEEE International Conference on Image Processing (ICIP). China: Wiley-IEEE Press, p. 1597-1601

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

• Robust Pose Invariant Shape-based Hand Recognition

  El-Sallam, A., Sohel, F. & Bennamoun, M., 2011, Proceeding of the 2011 6TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA). Singapore: IEEE, Institute of Electrical and Electronics Engineers, Vol. Single. p. 281-286

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

  • Palmprint recognition
  • Independent component analysis
  • Fusion reactions
  • Feature extraction
  • Color
  12 Citations (Scopus)