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

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Article
2019

A Survey: Neural Network-Based Deep Learning for Acoustic Event Detection

Xia, X., Togneri, R., Sohel, F., Zhao, Y. & Huang, D., Aug 2019, In : Circuits, Systems, and Signal Processing. 38, 8, p. 3433-3453

Research output: Contribution to journalArticle

Event Detection
Acoustics
Neural Networks
Neural networks
Speech Processing

Deep learning-based 3D local feature descriptor from Mercator projections

Rezaei, M., Rezaeian, M., Derhami, V., Sohel, F. & Bennamoun, M., Oct 2019, In : Computer Aided Geometric Design. 74, 101771.

Research output: Contribution to journalArticle

Local Features
Descriptors
Projection
Point Cloud
Noise Robustness
1 Citation (Scopus)
Open Access
artificial intelligence
heart failure
Learning systems
Feature extraction
Heart Failure

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

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
2018
8 Citations (Scopus)
Labeling
Neural networks
Invariant
Image classification
Invariance
4 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

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
10 Citations (Scopus)
Acoustics
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
2017
53 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

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
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
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)
395 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
2016
201 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
79 Citations (Scopus)
506 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
13 Citations (Scopus)
343 Downloads (Pure)
Open Access
File
Labeling
Semantics
Pixels
Geometry
Labels
9 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)
296 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
29 Citations (Scopus)
occlusion
computer vision
clutter
Computer vision
Object detection
58 Citations (Scopus)
340 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
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
2014
285 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
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
2013
250 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

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
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

2008
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
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
2007
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
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
2006
19 Citations (Scopus)

Accurate distortion measurement for generic shape coding

Sohel, F., Dooley, L. S. & Karmakar, G. C., 2006, In : Pattern Recognition Letters. 27, 2, p. 133-142

Research output: Contribution to journalArticle

2005
2 Citations (Scopus)

An Improved Shape Descriptor Using Bezier Curves

Sohel, F., Karmakar, G. C. & Dooley, L. S., 2005, In : Lecture Notes in Computer Science. 3776, p. 401-406

Research output: Contribution to journalArticle

2004

Association rule mining in dynamic database using the concept of border sets

Sohel, F. & Rahman, C. M., 2004, In : Asian Journal of Information Technology. 3, 7, p. 508-515

Research output: Contribution to journalArticle

data mining
border