Ferdous Sohel

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

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

    6009 Perth

    Australia

  • 1811 Citations
  • 19 h-Index
20042019
If you made any changes in Pure these will be visible here soon.

Research Output 2004 2019

2015
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

2016
200 Citations (Scopus)
11 Downloads (Pure)

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

Shot noise
Object recognition
Computational efficiency
Industry
9 Citations (Scopus)
Mobile phones
Identification (control systems)
Image recognition
Bayesian networks
Support vector machines
1 Citation (Scopus)
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
10 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
78 Citations (Scopus)
505 Downloads (Pure)

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
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
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)
342 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

2017
86 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
51 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

Costs
Classifiers
Image classification
Sampling
Neural networks
3 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

Deep neural networks for mobile person recognition with audio-visual signals

Alam, M., Bennamoun, M., Togneri, R. & Sohel, F., Sep 2017, Mobile Biometrics. Guo, G. & Wechsler, H. (eds.). London: The Institution of Engineering and Technology, p. 97-129 (IET Book Series on Advances in Biometrics).

Research output: Chapter in Book/Conference paperChapter

Biometrics
Face recognition
Mobile phones
Deep neural networks

Discriminative feature learning and region consistency activation for robust scene labeling

Li, Y., Sohel, F., Bennamoun, M. & Lei, H., 21 Jun 2017, In : Neurocomputing. 243, p. 174-186 13 p.

Research output: Contribution to journalArticle

Labeling
Chemical activation
Learning
Aptitude
Labels
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
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
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

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

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

Scale space clustering evolution for salient region detection on 3D deformable shapes

Wang, X., Sohel, F., Bennamoun, M., Guo, Y. & Lei, H., 1 Nov 2017, In : Pattern Recognition. 71, p. 414-427 14 p.

Research output: Contribution to journalArticle

52 Citations (Scopus)
391 Downloads (Pure)

SkeletonNet: Mining Deep Part Features for 3-D Action Recognition

Ke, Q., An, S., Bennamoun, M., Sohel, F. & Boussaid, F., 2017, In : IEEE Signal Processing Letters. p. 731-735

Research output: Contribution to journalArticle

Open Access
File
Action Recognition
Skeleton
3D
Mining
Time series
2018
8 Citations (Scopus)
Labeling
Neural networks
Invariant
Image classification
Invariance
3 Citations (Scopus)

Computer Vision for Human-Machine Interaction

Ke, Q., Liu, J., Bennamoun, M., An, S., Sohel, F. & Boussaid, F., 2018, Computer Vision for Assistive Healthcare. Marco, L. & Farinella, G. M. (eds.). Academic Press, p. 127-145

Research output: Chapter in Book/Conference paperChapter

Gesture recognition
Computer vision
User interfaces
Neural networks
Communication
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
2 Citations (Scopus)
134 Downloads (Pure)

Deep Image Representations for Coral Image Classification

Mahmood, A., Bennamoun, M., An, S., Sohel, F. A., Boussaid, F., Hovey, R., Kendrick, G. A. & Fisher, R. B., 12 Jan 2018, In : IEEE Journal of Oceanic Engineering. 11 p.

Research output: Contribution to journalArticle

Open Access
File
Reefs
Image classification
Autonomous underwater vehicles
Remotely operated vehicles
Aquatic ecosystems

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

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

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
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
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
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
10 Citations (Scopus)
Acoustics
5 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

3 Citations (Scopus)
182 Downloads (Pure)

Spectrotemporal Analysis Using Local Binary Pattern Variants for Acoustic Scene Classification

Abidin, S., Togneri, R. & Sohel, F., 1 Nov 2018, In : IEEE/ACM Transactions on Audio Speech and Language Processing. 26, 11, p. 2112-2121 10 p., 8410481.

Research output: Contribution to journalArticle

Open Access
File
Acoustics
Transform
Binary
acoustics
Adjacent