Ferdous Sohel

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

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

    6009 Perth

    Australia

  • 1516 Citations
  • 18 h-Index
20042019
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Research Output 2004 2019

Filter
Conference paper
2018
4 Citations (Scopus)

Confidence Based Acoustic Event Detection

Xia, X., Togneri, R., Sohel, F. & Huang, D., 10 Sep 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 2018-April. p. 306-310 5 p. 8461845

Research output: Chapter in Book/Conference paperConference paper

Acoustics
Labels
Acoustic waves

Local Binary Pattern with Random Forest for Acoustic Scene Classification

Abidin, S., Xia, X., Togneri, R. & Sohel, F., 8 Oct 2018, 2018 IEEE International Conference on Multimedia and Expo, ICME 2018. IEEE, Institute of Electrical and Electronics Engineers, Vol. 2018-July. 8486578

Research output: Chapter in Book/Conference paperConference paper

Fusion reactions
Acoustics
2 Citations (Scopus)

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 paperConference paper

2017
52 Citations (Scopus)

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
Trajectories
Neural networks
5 Citations (Scopus)

Efficient Image Set Classification Using Linear Regression Based Image Reconstruction

Shah, S. A. A., Nadeem, U., Bennamoun, M., Sohel, F. & Togneri, R., 22 Aug 2017, Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2017. USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 2017-July. p. 601-610 10 p. 8014822

Research output: Chapter in Book/Conference paperConference paper

Image reconstruction
Linear regression
5 Citations (Scopus)

Enhanced LBP texture features from time frequency representations for acoustic scene classification

Abidin, S., Togneri, R. & Sohel, F., 19 Jun 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing Proceedings. Bayoumi, M. A. (ed.). New Orleans: IEEE, Institute of Electrical and Electronics Engineers, p. 626-630 5 p. 7952231

Research output: Chapter in Book/Conference paperConference paper

Zoning
Textures
Acoustics
Fusion reactions
4 Citations (Scopus)

Frame-wise dynamic threshold based polyphonic acoustic event detection

Xia, X., Togneri, R., Sohel, F. & Huang, D., 24 Aug 2017, 2017 Proceedings of Interspeech. Lacerda, F., Strombergsson, S., Wlodarcza, M., Heldner, M., Gustafson, J. & House, D. (eds.). Bonn: International Speech Communication Association, p. 474-478

Research output: Chapter in Book/Conference paperConference paper

4 Citations (Scopus)

Learning deep structured network for weakly supervised change detection

Khan, S. H., He, X., Porikli, F., Bennamoun, M., Sohel, F. & Togneri, R., 25 Aug 2017, 2017 International Joint Conference on Artificial Intelligence. Sierra, C. (ed.). Australia: International Joint Conferences on Artificial Intelligence, p. 2008-2015

Research output: Chapter in Book/Conference paperConference paper

80 Downloads (Pure)

Persistence-based Interest Point Detection for 3D Deformable Surface

Wang, X., Sohel, F., Bennamoun, M., Guo, Y. & Lei, H., 2017, Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications . Claudio, A. P., Bechmann, D. & Braz, J. (eds.). Portugal: Scitepress, Vol. 1. p. 58-69

Research output: Chapter in Book/Conference paperConference paper

Open Access
File
Detectors
Hot Temperature
8 Citations (Scopus)

Random forest classification based acoustic event detection

Xia, X., Togneri, R., Sohel, F. & Huang, D., 31 Aug 2017, Proceedings of the IEEE International Conference on Multimedia and Expo 2017. Ostermann, J. & Lam, K. K. M. (eds.). IEEE, Institute of Electrical and Electronics Engineers, p. 163-168 6 p. 8019452

Research output: Chapter in Book/Conference paperConference paper

Acoustics
Error detection
Labels
Classifiers
5 Citations (Scopus)

Random forest regression based acoustic event detection with bottleneck features

Xia, X., Togneri, R., Sohel, F. & Huang, D., 28 Aug 2017, 2017 IEEE International Conference on Multimedia and Expo, ICME 2017. IEEE, Institute of Electrical and Electronics Engineers, p. 157-162 6 p. 8019418

Research output: Chapter in Book/Conference paperConference paper

Acoustics
Acoustic signal processing
2016
12 Downloads (Pure)

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

Biometrics
Identification (control systems)
Fusion reactions
Pixels
7 Citations (Scopus)

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

coral reefs
annotations
Reefs
ecosystems
learning
2 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 paperConference paper

Hamming distance
Experiments
Hot Temperature
11 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
13 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
5 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
2015
5 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
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
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

8 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
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

48 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
19 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

35 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

2011
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
1 Citation (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
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

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

2007
1 Citation (Scopus)

Bezier Curve-Based Character Descriptor Considering Shape Information

Sohel, F., Karmakar, G. C. & Dooley, L. S., 2007, The Proceeds of the 6th IEEE/ACIS International Conference on Computer and Information Science, 2007. ICIS 2007.. Lee, R. & Chowdhury, M. U. (eds.). Melbourne, Australia ed. New Jersey, USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 212-216

Research output: Chapter in Book/Conference paperConference paper

2006
5 Citations (Scopus)

Variable Width Admissible Control Point Band for Vertex Based Operational-Rate-Distortion Optimal Shape Coding Algorithms

Sohel, F., Dooley, L. S. & Karmakar, G. C., 2006, Proceedings of IEEE International Conference on Image Processing ICIP-06.. Barnes, C. (ed.). Atlanta, USA. ed. New Jersey, USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 2461-2464

Research output: Chapter in Book/Conference paperConference paper