Ferdous Sohel

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

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

    6009 Perth

    Australia

  • 1831 Citations
  • 19 h-Index
20042019
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Research Output 2004 2019

2 Citations (Scopus)
131 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
7 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
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
9 Citations (Scopus)

Enhanced Bezier Curve Models Incorporating Local Information

Sohel, F., Karmakar, G. C., Dooley, L. S. & Arkinstall, J., 2005, Proceedings of International Conference on Acoustics, Speech and Signal Processing ICASSP-05. Barnes, K. & Pesuet, J-C. (eds.). Philadelphia, USA ed. New Jersey, USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 4. p. 253-256

Research output: Chapter in Book/Conference paperConference paper

6 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

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 journalArticle

Weights and Measures
Discriminant Analysis
Statistical Factor Analysis
13 Citations (Scopus)

Fast Distortion Measurement Using Chord-Length Parameterization Within the Vertex-Based Rate-Distortion Optimal Shape Coding Framework

Sohel, F., Karmakar, G. C. & Dooley, L. S., 2007, In : IEEE Signal Processing Letters. 14, 2, p. 121-124

Research output: Contribution to journalArticle

Optimal Shape
Rate-distortion
Chord or secant line
Parameterization
Coding
1 Citation (Scopus)
Open Access
artificial intelligence
heart failure
Learning systems
Feature extraction
Heart Failure

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)

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
5 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

Generalized joint sparse representation for multimodal biometric fusion of heterogeneous features

Primorac, R., Togneri, R., Bennamoun, M. & Sohel, F., 2018.

Research output: Contribution to conferenceConference presentation/ephemera

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
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

1 Citation (Scopus)

Global regularizer and temporal-aware cross-entropy for skeleton-based early action recognition

Ke, Q., Liu, J., Bennamoun, M., Rahmani, H., An, S., Sohel, F. & Boussaid, F., 2019, Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Mori, G., Li, H., Schindler, K. & Jawahar, C. V. (eds.). Springer-Verlag Berlin, p. 729-745 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11364 LNCS).

Research output: Chapter in Book/Conference paperConference paper

Cross-entropy
Action Recognition
Skeleton
Labels
Entropy
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
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
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

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 journalArticle

Open Access
Testing
Probability distributions
Identification (control systems)
Entropy
Cameras
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

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

13 Citations (Scopus)
343 Downloads (Pure)
Open Access
File
Labeling
Semantics
Pixels
Geometry
Labels
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

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

10 Citations (Scopus)

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 journalArticle

Neural networks
Recurrent neural networks
6 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

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 journalArticle

Lighting
6 Citations (Scopus)
Fusion reactions
Human robot interaction
Optical flows
Long short-term memory
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

1 Citation (Scopus)

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
1 Citation (Scopus)
Open Access
Area Under Curve
Heart Failure
Neural Networks (Computer)
Sensitivity and Specificity
Decision Trees
6 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 journalReview article

Heart Failure
Learning
Medication Adherence
Cost Savings
Machine Learning
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

12 Citations (Scopus)

New Dynamic Enhancements to the Vertex-Based Rate-Distortion Optimal Shape Coding Framework

Sohel, F., Dooley, L. S. & Karmakar, G. C., 2007, In : IEEE Transactions on Circuits and Systems for Video Technology. 17, 10, p. 1408-1413

Research output: Contribution to journalArticle

Bandwidth
4 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 journalArticle

3 Citations (Scopus)
211 Downloads (Pure)

NSCT-based fusion method for forward-looking sonar image mosaic

Zhang, J., Sohel, F., Bennamoun, M., Bian, H. & An, S., 1 Oct 2017, In : IET Radar, Sonar and Navigation. 11, 10, p. 1512-1522 11 p.

Research output: Contribution to journalArticle

Open Access
File
Sonar
Image fusion
Pixels
Processing
Experiments
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

237 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
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
6 Citations (Scopus)
169 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
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
10 Citations (Scopus)
Acoustics
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
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

6 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

1 Citation (Scopus)

Review of Modelling and Simulating Crowds at Mass Gathering Events: Hajj as a Case Study

Owaidah, A., Olaru, D., Bennamoun, M., Sohel, F. & Khan, N., 31 Mar 2019, In : JASSS. 22, 2, 36 p., 9.

Research output: Contribution to journalArticle

Open Access
31 Citations (Scopus)
530 Downloads (Pure)

RGB-D Object Recognition and Grasp Detection Using Hierarchical Cascaded Forests

Asif, U., Bennamoun, M. & Sohel, F., Jun 2017, In : IEEE Transactions on Robotics. 33, 3, p. 547-564

Research output: Contribution to journalArticle

Open Access
File
Object recognition
Convolution
Labels
Robotics
Neural networks
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
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