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Author

  • Mohammed Bennamoun
2015

Feature selection for 2D and 3D face recognition

Bennamoun, M., Guo, Y. & Sohel, F., 15 Jun 2015, Wiley encyclopedia of electrical and electronics engineering. Kurzman, B. (ed.). Hoboken, NJ: John Wiley & Sons

Research output: Chapter in Book/Conference paperEntry for encyclopedia/dictionary

Heterogeneous multi-column ConvNets with a fusion framework for object recognition

Li, Y., Sohel, F., Bennamoun, M. & Lei, H., 2015, 2015 IEEE Winter Conference on Applications of Computer Vision. United States: IEEE, Institute of Electrical and Electronics Engineers, Vol. N/A. p. 773-780

Research output: Chapter in Book/Conference paperConference paper

2 Citations (Scopus)

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

10 Citations (Scopus)
10 Downloads (Pure)

How Well Sentence Embeddings Capture Meaning

White, L. R., Togneri, R., Liu, W. & Bennamoun, M., 2015, Proceedings of the 20th Australasian Document Computing Symposium. USA: Association for Computing Machinery (ACM), Vol. N/A. p. 1-8

Research output: Chapter in Book/Conference paperConference paper

15 Citations (Scopus)
1 Citation (Scopus)

Listening with Your Eyes: Towards a Practical Visual Speech Recognition System Using Deep Boltzmann Machines

Sui, C., Bennamoun, M. & Togneri, R., 2015, 2015 IEEE International Conference on Computer Vision (ICCV). Chile: IEEE, Institute of Electrical and Electronics Engineers, p. 154-162

Research output: Chapter in Book/Conference paperConference paper

17 Citations (Scopus)

Outdoor scene labelling with learned features and region consistency activation

Li, Y., Sohel, F., Bennamoun, M. & Lei, H., 2015, Proceedings - International Conference on Image Processing, ICIP. IEEE, Institute of Electrical and Electronics Engineers, Vol. 2015-December. p. 1374-1378

Research output: Chapter in Book/Conference paperConference paper

2 Citations (Scopus)

Partial fingerprint indexing: a combination of local and reconstructed global features

Zhou, W., Hu, J., Wang, S., Petersen, I. & Bennamoun, M., 2015, In : CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE. N/A, p. 1-18

Research output: Contribution to journalArticle

5 Citations (Scopus)

Performance Evaluation of 3D Local Feature Descriptors

Guo, Y., Bennamoun, M., Sohel, F., Lu, M., Wan, J. & Zhang, J., 2015, Computer Vision -- ACCV 2014. USA: Springer, Vol. LNCS 9004. p. 1-17

Research output: Chapter in Book/Conference paperConference paper

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

5 Citations (Scopus)

Separating objects and clutter in indoor scenes

Khan, S. H., He, X., Bannamoun, M., Sohel, F. & Togneri, R., 2015, IEEE Conference on Computer Vision and Pattern Recognition. IEEE, Institute of Electrical and Electronics Engineers, Vol. 07-12-June-2015. p. 4603-4611

Research output: Chapter in Book/Conference paperConference paper

15 Citations (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

1 Citation (Scopus)

Towards a fully automatic markerless motion analysis system for the estimation of body joint kinematics with application to sport analysis

El-Sallam, A., Bennamoun, M., Honda, K. E., Lyttle, A. & Alderson, J., 2015, Proceedings of the 10th International Conference on Computer Graphics Theory and Applications. Germany: Scitepress, p. 58-69

Research output: Chapter in Book/Conference paperConference paper

1 Citation (Scopus)
2016

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 journalArticle

263 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 journalArticle

46 Citations (Scopus)
12 Citations (Scopus)
17 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 journalArticle

17 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

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 journalArticle

Open Access
File
26 Citations (Scopus)
474 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

39 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 journalArticle

51 Citations (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 paperConference paper

1 Citation (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 paperConference paper

18 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 journalArticle

Open Access
File
103 Citations (Scopus)
636 Downloads (Pure)

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 paperConference paper

2 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

34 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 paperConference paper

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 journalArticle

18 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 paperConference paper

2 Citations (Scopus)

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 paperConference 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 paperConference paper

3 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

21 Citations (Scopus)
5 Citations (Scopus)
Open Access
Open Access
File
15 Citations (Scopus)
459 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 journalArticle

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 journalArticle

45 Citations (Scopus)

Simultaneous dense scene reconstruction and Object Labeling

Asif, U., Bennamoun, M. & Sohel, F., 2016, 2016 IEEE International Conference on Robotics and Automation (ICRA). Kragic, D. & Okamura, A. (eds.). USA: IEEE, Institute of Electrical and Electronics Engineers, p. 2255-2262 8 p. 7487374

Research output: Chapter in Book/Conference paperConference paper

8 Citations (Scopus)

Unsupervised segmentation of unknown objects in complex environments

Asif, U., Bennamoun, M. & Sohel, F., Jun 2016, In : Autonomous Robots. 40, 5, p. 805-829

Research output: Contribution to journalArticle

10 Citations (Scopus)

Visual Speech Feature Representations: Recent Advances

Sui, C., Bennamoun, M. & Togneri, R., 2016, Advances in Face Detection and Facial Image Analysis. Kawulok, M., Celebi, E. & Smolka, B. (eds.). USA: Springer US, p. 377-396 20 p.

Research output: Chapter in Book/Conference paperChapter

2 Citations (Scopus)
2017

2D and 3D face recognition using convolutional neural network

Hu, H., Shah, S. A. A., Bennamoun, M. & Molton, M., 19 Dec 2017, TENCON 2017 - 2017 IEEE Region 10 Conference. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 2017-December. p. 133-138 6 p.

Research output: Chapter in Book/Conference paperConference paper

8 Citations (Scopus)

A Cascade Gray-Stereo Visual Feature Extraction Method For Visual and Audio-Visual Speech Recognition

Sui, C., Togneri, R. & Bennamoun, M., Jun 2017, In : Speech Communication. 90, p. 26-38 13 p.

Research output: Contribution to journalArticle

Open Access
File
7 Citations (Scopus)
239 Downloads (Pure)

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
187 Citations (Scopus)

A Novel Adaptive Kernel for the RBF Neural Networks

Khan, S., Naseem, I., Togneri, R. & Bennamoun, M., 1 Apr 2017, In : Circuits, Systems, and Signal Processing. 36, 4, p. 1639-1653 15 p.

Research output: Contribution to journalArticle

20 Citations (Scopus)

A robust variable step size fractional least mean square (RVSS-FLMS) algorithm

Khan, S., Usman, M., Naseem, I., Togneri, R. & Bennamoun, M., 2017, Proceedings - 2017 IEEE 13th International Colloquium on Signal Processing and its Applications, CSPA 2017. Taib, M. N. (ed.). IEEE, Institute of Electrical and Electronics Engineers, p. 1-6 6 p. 8064914

Research output: Chapter in Book/Conference paperConference paper

7 Citations (Scopus)

Cost-Sensitive Learning of Deep Feature Representations From Imbalanced Data

Khan, S. H., Hayat, M., Bennamoun, M., Sohel, F. A. & Togneri, R., 17 Aug 2017, In : IEEE Transactions on Neural Networks and Learning Systems. 29, 8, p. 3573-3587

Research output: Contribution to journalArticle

142 Citations (Scopus)
7 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

10 Citations (Scopus)

Deep learning on underwater marine object detection: a survey

Moniruzzaman, M., Islam, S. M. S., Bennamoun, M. & Lavery, P., 2017, International conference on advanced concepts for intelligent vision systems (ACIVS). Springer, Vol. 10617 LNCS. p. 150-160 11 p. (Lecture Notes in Computer Science ).

Research output: Chapter in Book/Conference paperConference paper

36 Citations (Scopus)