Ferdous Sohel

Dr, BSc B'desh.Engin., PhD Monash

  • The University of Western Australia (M002), 35 Stirling Highway,

    6009 Perth

    Australia

  • 1787 Citations
  • 19 h-Index
20042019
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Research Output 2004 2019

2016
20 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
3 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

Backpropagation
Classifiers
Experiments
2 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

sonar
Image registration
Sonar
transform
fovea
3 Citations (Scopus)

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

Hot Temperature
Geometry
15 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
13 Citations (Scopus)
335 Downloads (Pure)
Open Access
File
Labeling
Semantics
Pixels
Geometry
Labels
7 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

Labeling
Sensors
Experiments
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

2015
16 Citations (Scopus)
287 Downloads (Pure)

A confidence-based late fusion framework for audio-visual biometric identification

Alam, M., Bennamoun, M., Togneri, R. & Sohel, F., 15 Jan 2015, In : Pattern Recognition Letters. 52, p. 65-71

Research output: Contribution to journalArticle

Open Access
File
Biometrics
Fusion reactions
Experiments
6 Citations (Scopus)

A deep neural network for audio-visual person recognition

Alam, M. R., Bennamoun, M., Togneri, R. & Sohel, F., 2015, Biometrics Theory, Applications and Systems (BTAS), 2015 IEEE 7th International Conference . USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. N/A. p. 1-6

Research output: Chapter in Book/Conference paperConference paper

Bayesian networks
Deep neural networks
Biometrics
Linear regression
Support vector machines
29 Citations (Scopus)
occlusion
computer vision
clutter
Computer vision
Object detection
57 Citations (Scopus)
332 Downloads (Pure)

A novel local surface feature for 3D object recognition under clutter and occlusion

Guo, Y., Sohel, F., Bennamoun, M., Wan, J. & Lu, M., 1 Feb 2015, In : Information Sciences. 293, p. 196-213

Research output: Contribution to journalArticle

Open Access
File
3D Object Recognition
Object recognition
Clutter
Occlusion
Recognition Algorithm
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

8 Citations (Scopus)

Discriminative feature learning for efficient RGB-D object recognition

Asif, U., Bennamoun, M. & Sohel, F., 2015, IEEE International Conference on Intelligent Robots and Systems. United States: IEEE, Institute of Electrical and Electronics Engineers, Vol. 2015. p. 272-279

Research output: Chapter in Book/Conference paperConference paper

Object recognition
Sensors
21 Citations (Scopus)

Efficient RGB-D object categorization using cascaded ensembles of randomized decision trees

Asif, U., Bennamoun, M. & Sohel, F., 2015, 2015 IEEE International Conference on Robotics and Automation (ICRA). USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 2015-June. p. 1295-1302

Research output: Chapter in Book/Conference paperConference paper

Decision trees
Classifiers
Fusion reactions
Pixels
Sensors

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

Face recognition
Feature extraction
Virtual reality
Data acquisition
Fusion reactions
2 Citations (Scopus)

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

Object recognition
Fusion reactions
Optical character recognition
2 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

Labeling
Chemical activation
Labels
Neural networks
4 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

Quantitative Analysis
Error Analysis
Error analysis
Interpolation
Filtering
10 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

Linear programming
Labeling
Lighting
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

2014
280 Citations (Scopus)
12 Downloads (Pure)

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 journalArticle

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

A model-free approach for the segmentation of unknown objects

Asif, U., Bennamoun, M. & Sohel, F., 2014, IEEE/RSJ International Conference on Intelligent Robots and Systems. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 4914-4921

Research output: Chapter in Book/Conference paperConference paper

79 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 journalArticle

Image registration
Seed
Statistics
52 Citations (Scopus)

Automatic Feature Learning for Robust Shadow Detection

Khan, S. H., Bennamoun, M., Sohel, F. & Togneri, R., 2014, IEEE Conference on Computer Vision and Pattern Recognition. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 1939-1946

Research output: Chapter in Book/Conference paperConference paper

3 Citations (Scopus)

Confidence-based rank-level fusion for audio-visual person identification system

Alam, M. R., Bennamoun, M., Togneri, R. & Sohel, F., 2014, Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods. Scitepress, Vol. -. p. 608-615

Research output: Chapter in Book/Conference paperConference paper

29 Citations (Scopus)

Geometry Driven Semantic Labeling of Indoor Scenes

Khan, S., Bennamoun, M., Sohel, F. & Togneri, R., 2014, European Conference on Computer Vision. Online: Springer, Vol. 8689 LNCS. p. 679-694

Research output: Chapter in Book/Conference paperConference paper

5 Citations (Scopus)

Model-free segmentation and grasp selection of unknown stacked objects

Asif, U., Bennamoun, M. & Sohel, F., 2014, Computer Vision – ECCV 2014. ECCV 2014. Lecture Notes in Computer Science. Switzerland: Springer, Vol. 8693 LNCS. p. 659-674

Research output: Chapter in Book/Conference paperConference paper

2013
20 Citations (Scopus)
10 Downloads (Pure)

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 paperConference paper

3 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 paperConference paper

1 Citation (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 paperConference paper

5 Citations (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 paperConference paper

7 Citations (Scopus)

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 paperConference paper

10 Citations (Scopus)

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 paperConference paper

10 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 paperConference paper

26 Citations (Scopus)

RoPS: A local feature descriptor for 3D rigid objects based on rotational projection statistics

Guo, Y., Sohel, F., Bennamoun, M., Wan, J. & Lu, M., 2013, 2013 1st International Conference on Communications, Signal Processing and Their Applications, ICCSPA 2013. USA: IEEE, Institute of Electrical and Electronics Engineers, p. 1-6

Research output: Chapter in Book/Conference paperConference paper

246 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 journalArticle

36 Citations (Scopus)

TriSI: A distinctive local surface descriptor for 3D modeling and object recognition

Guo, Y., Sohel, F., Bennamoun, M., Lu, M. & Wan, J., 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. 86-93

Research output: Chapter in Book/Conference paperConference paper

2012
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 journalArticle

2011
7 Citations (Scopus)

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 journalArticle

Rate-distortion
Coding
Metric
Arc length
Measurement Techniques

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 paperOther chapter contribution

9 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 paperConference paper

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

Spatial Shape Error Concealment Utilising Image Texture

Sohel, F., Bennamoun, M. & Hahn, M., 2011, The Proceedings of the 2011 6TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA). Singapore: IEEE, Institute of Electrical and Electronics Engineers, Vol. Single. p. 265-270

Research output: Chapter in Book/Conference paperConference paper

Image texture
Image matching
Independent component analysis
Metadata
2010
9 Citations (Scopus)

Bezier curve-based generic shape encoder

Sohel, F., Karmakar, G. C., Dooley, L. S. & Bennamoun, M., 2010, In : IET Image Processing. 4, 2, p. 92-102

Research output: Contribution to journalArticle

2009

Image dependent spatial shape error concealment for multiple shapes

Sohel, F. & Bennamoun, M., 2009, Proceedings of 2009 Fifth International Conference on Signal Image Technology and Internet Based Systems. Yetongnon, K., Dipanda, A. & Chbeir, R. (eds.). Marrakech Morocco ed. NJ, Usa: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 164-171

Research output: Chapter in Book/Conference paperConference paper

2008
3 Citations (Scopus)

Distortion measurement using arc-length-parameterisation within a vertex-based shape coding framework

Sohel, F. & Bennamoun, M., 2008, Proceedings of the 11th International Conference of Computer and Information Technology (ICCIT 2008). Hashem, M. M. A. (ed.). Khulna, Bangladesh ed. California, USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 329-334

Research output: Chapter in Book/Conference paperConference paper

2 Citations (Scopus)
128 Downloads (Pure)

Dynamic Bezier curves for variable rate-distortion

Sohel, F., Karmakr, G. C. & Dooley, L. S., 2008, In : Pattern Recognition. 41, 10, p. 3153-3165

Research output: Contribution to journalArticle

File
Invariance
Computational complexity
Computer aided design
Composite materials
3 Citations (Scopus)

Image-dependent spatial shape-error concealment

Sohel, F., Karmakar, G. C. & Dooley, L. S., 2008, Proceedings of the 9th International Conference on Signal Processing, ICSP-08. Baozong, Y., Qiuqi, R. & Xiaofang, T. (eds.). Beijing, China ed. California, USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 753-756

Research output: Chapter in Book/Conference paperConference paper

6 Citations (Scopus)
164 Downloads (Pure)

Quasi-Bezier curves integrating localised information

Sohel, F., Karmakar, G. C., Dooley, L. S. & Arkinstall, J. R., 2008, In : Pattern Recognition. 41, 2, p. 531-542

Research output: Contribution to journalArticle

File
Computational complexity
Invariance
Computer aided design
Composite materials