• The University of Western Australia (M018), 35 Stirling Highway,

    6009 Perth

    Australia

  • 2050 Citations
  • 19 h-Index
1992 …2019
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Research Output 1992 2019

Acoustic Scene Classification Using Joint Time-Frequency Image-Based Feature Representations

Abidin, S., Togneri, R. & Sohel, F., 11 Feb 2019, Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance. IEEE, Institute of Electrical and Electronics Engineers, 8639164. (Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance).

Research output: Chapter in Book/Conference paperConference paper

Acoustics
Fusion reactions
Mathematical transformations

A primer on deep learning architectures and applications in speech processing

Ogunfunmi, T., Ramachandran, R. P., Togneri, R., Zhao, Y. & Xia, X., Aug 2019, In : Circuits, Systems, and Signal Processing. 38, 8, p. 3406–3432

Research output: Contribution to journalReview article

Speech Processing
Speech processing
Speech recognition
Computer vision
Pattern Analysis

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

Auxiliary Classifier Generative Adversarial Network with Soft Labels in Imbalanced Acoustic Event Detection

Xia, X., Togneri, R., Sohel, F. & Huang, D., Jun 2019, In : IEEE Transactions on Multimedia. 21, 6, p. 1359-1371

Research output: Contribution to journalArticle

Labels
Classifiers
Acoustics
Acoustic waves

Convolutional neural network with second-order pooling for underwater target classification

Cao, X., Togneri, R., Zhang, X. & Yu, Y., 15 Apr 2019, In : IEEE Sensors Journal. 19, 8, p. 3058-3066

Research output: Contribution to journalArticle

Neural networks
learning
Acoustics
Sonar
filters

Deep learning for scene understanding

Nadeem, U., Shah, S. A. A., Sohel, F., Togneri, R. & Bennamoun, M., 19 Mar 2019, Handbook of deep learning applications. Balas, V. E., Roy, S. S., Sharma, D. & Samui, P. (eds.). Cham: Springer, p. 21-51 27 p. (Smart Innovation, Systems and Technologies; vol. 136).

Research output: Chapter in Book/Conference paperChapter

Computer vision
Neural networks
Network architecture
Hardware
Deep learning

Enhanced q-least Mean Square

Sadiq, A., Khan, S., Naseem, I., Togneri, R. & Bennamoun, M., 26 Mar 2019, In : Circuits, Systems, and Signal Processing. 23 p.

Research output: Contribution to journalArticle

Least Mean Square
Q-calculus
Stochastic Gradient
Learning Rate
Gradient Algorithm

Guest Editorial: Algorithms and Architectures for Machine Learning Based Speech Processing

Ogunfunmi, T., Ramachandran, R. P., Togneri, R., Smolenski, B. & Berisha, V., Aug 2019, In : Circuits Systems and Signal Processing. 38, 8, p. 3399-3405 7 p.

Research output: Contribution to journalEditorial

Signals and Systems: Casting It as an Action-adventure Rather than a Horror Genre

Togneri, R. & Male, S., 1 May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. USA: IEEE, Institute of Electrical and Electronics Engineers, p. 7859-7863 5 p. 8682794. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Conference paperConference paper

Casting
Students
Animation
Feedback

Underwater target classification at greater depths using deep neural network with joint multiple-domain feature

Cao, X., Zhang, X., Togneri, R. & Yu, Y., Mar 2019, In : IET Radar, Sonar & Navigation. 13, 3, p. 484-491 8 p.

Research output: Contribution to journalArticle

2018
1 Citation (Scopus)
80 Downloads (Pure)
Open Access
File
Fractals
Fractal dimension
Breast
Decomposition
Tissue
4 Citations (Scopus)

A Fractional Gradient Descent-Based RBF Neural Network

Khan, S., Naseem, I., Malik, M. A., Togneri, R. & Bennamoun, M., Dec 2018, In : Circuits, Systems and Signal Processing. 37, 12, p. 5311-5332 22 p.

Research output: Contribution to journalArticle

RBF Neural Network
Gradient Descent
Radial Basis Function Neural Network
Fractional
Neural networks

A new proof of a contrast function for bounded component analysis and further analysis

Gao, W., Fan, S., Togneri, R. & Sreeram, V., 4 Apr 2018, In : Computer Speech and Language. 51

Research output: Contribution to journalArticle

Blind source separation
Geometry
Experiments
Elementary matrix
Convex Geometry
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

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

Generating bags of words from the sums of their word embeddings

White, L., Togneri, R., Liu, W. & Bennamoun, M., 1 Jan 2018, Computational Linguistics and Intelligent Text Processing - 17th International Conference, CICLing 2016, Revised Selected Papers. Gelbukh, A. (ed.). Austria: Springer-Verlag Wien, p. 91-102 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9623 LNCS).

Research output: Chapter in Book/Conference paperConference paper

Information retrieval
Semantics
Neural networks
Data storage equipment
Memory Model
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

Neural Representations of Natural Language

White, L., Togneri, R., Liu, W. & Bennamoun, M., 2018, 1 ed. Austria: Springer. 122 p. (Studies in Computational Intelligence; vol. 783)

Research output: Book/ReportBook

Neural networks
Recurrent neural networks
Byproducts

NovelPerspective: Identifying Point of View Characters

White, L., Togneri, R., Liu, W. & Bennamoun, M., 2018, Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics-System Demonstrations. Melbourne: Association for Computational Linguistics, Vol. 2. p. 7-12 6 p.

Research output: Chapter in Book/Conference paperConference paper

4 Citations (Scopus)
Antifreeze Proteins
Peptides
Proteins
Protein
Prediction
10 Citations (Scopus)
Acoustics
3 Citations (Scopus)
160 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

Spoofing detection using adaptive weighting framework and clustering analysis

Zhao, Y., Togneri, R. & Sreeram, V., 1 Jan 2018, Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH 2018. Sekhar, C. C., Rao, P., Ghosh, P. K. & Murthy, H. A. (eds.). International Speech Communication Association, Vol. 2018-September. p. 626-630 5 p. (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH).

Research output: Chapter in Book/Conference paperConference paper

Clustering Analysis
Weighting
Speaker Verification
Automatic Verification
Countermeasures
1 Citation (Scopus)
Face recognition
Face Recognition
Discriminant
Face
Wavelet Packet
2017
1 Citation (Scopus)
138 Downloads (Pure)

A Cascade Gray-Stereo Visual Feature Extraction Method For Visual and Audio-Visual Speech Recognition

Sui, C., Togneri, R. & Bennamoun, M., Jun 2017, In : Speech Communication. 90, p. 26-38 13 p.

Research output: Contribution to journalArticle

Open Access
File
Speech Recognition
Speech recognition
Feature Extraction
Cascade
Feature extraction
1 Citation (Scopus)

A Contrast Function and Algorithm for Blind Separation of Audio Signals

Gao, W., Togneri, R. & Sreeram, V., 24 Aug 2017, 2017 Proceedings of the Annual Conference of the International Speech Communication Association. Bonn: International Speech Communication Association, p. 1889-1893

Research output: Chapter in Book/Conference paperConference paper

2 Citations (Scopus)

An Improved Parameterized Controller Reduction Technique via New Frequency Weighted Model Reduction Formulation

Jazlan, A., Houlis, P., Sreeram, V. & Togneri, R., 1 Nov 2017, In : Asian Journal of Control. 19, 6, p. 1920-1930 11 p.

Research output: Contribution to journalArticle

Controllers
Closed loop systems
Feedback control
MIMO systems
Feedback
12 Citations (Scopus)

A Novel Adaptive Kernel for the RBF Neural Networks

Khan, S., Naseem, I., Togneri, R. & Bennamoun, M., 1 Apr 2017, In : Circuits, Systems, and Signal Processing. 36, 4, p. 1639-1653 15 p.

Research output: Contribution to journalArticle

RBF Neural Network
kernel
Neural networks
Electric fuses
Nonlinear systems
4 Citations (Scopus)

A robust variable step size fractional least mean square (RVSS-FLMS) algorithm

Khan, S., Usman, M., Naseem, I., Togneri, R. & Bennamoun, M., 2017, Proceedings - 2017 IEEE 13th International Colloquium on Signal Processing and its Applications, CSPA 2017. Taib, M. N. (ed.). IEEE, Institute of Electrical and Electronics Engineers, p. 1-6 6 p. 8064914

Research output: Chapter in Book/Conference paperConference paper

Identification (control systems)
system identification
Experiments
evaluation

Compressed high dimensional features for speaker spoofing detection

Zhao, Y., Togneri, R. & Sreeram, V., 15 Dec 2017, 2017 APSIPA Annual Summit and Conference. USA: Wiley-IEEE Press, p. 569-572

Research output: Chapter in Book/Conference paperConference paper

43 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
6 Citations (Scopus)
Particle swarm optimization (PSO)
Feature extraction
Speech recognition
Deep learning

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
11 Citations (Scopus)

ECMSRC: A sparse learning approach for the prediction of extracellular matrix proteins

Naseem, I., Khan, S., Togneri, R. & Bennamoun, M., 1 Aug 2017, In : Current Bioinformatics. 12, 4, p. 361-368 8 p.

Research output: Contribution to journalArticle

Extracellular Matrix Proteins
Extracellular Matrix
Learning
Proteins
Protein
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
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

FLMF: Fractional Least Mean Fourth Algorithm for Channel Estimation in non-Gaussian Environment

Khan, S., Ahmed, N., Malik, M. A., Naseem, I., Togneri, R. & Bennamoun, M., 14 Dec 2017, 2017 International Conference on Information and Communication Technology Convergence. USA: Wiley-IEEE Press, p. 466-470 5 p. (International Conference on Information and Communication Technology Convergence).

Research output: Chapter in Book/Conference paperConference paper

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

9 Citations (Scopus)

Frequency Interval Cross Gramians for Linear and Bilinear Systems

Jazlan, A., Sreeram, V., Shaker, H. R., Togneri, R. & Minh, H. B., 1 Jan 2017, In : Asian Journal of Control. 19, 1, p. 22-34 13 p.

Research output: Contribution to journalArticle

Observability
Controllability
Computational efficiency
4 Citations (Scopus)

Generalized gramian based frequency interval model reduction for unstable systems

Jazlan, A., Sreeram, V., Togneri, R. & Minh, H. B., 1 Mar 2017, 2016 Australian Control Conference, AuCC 2016. Australia: IEEE, Institute of Electrical and Electronics Engineers, p. 43-47 5 p. 7868000

Research output: Chapter in Book/Conference paperConference paper

Observability
Controllability
5 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

1 Citation (Scopus)

Modelling Sentence Generation from Sum of Word Embedding Vectors as a Mixed Integer Programming Problem

White, L., Togneri, R., Liu, W. & Bennamoun, M., 30 Jan 2017, Proceedings of the 16th IEEE International Conference on Data Mining Workshops. Baeza-Yates, R. & Zhou, Z-H. (eds.). IEEE, Institute of Electrical and Electronics Engineers, p. 770-777 8 p. 7836744

Research output: Chapter in Book/Conference paperConference paper

Integer programming
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
4 Citations (Scopus)

VP-FLMS: A Novel Variable Power Fractional LMS Algorithm

Khan, S., Usman, M., Naseem, I., Togneri, R. & Bennamoun, M., Jul 2017, ICUFN 2017 - 9th International Conference on Ubiquitous and Future Networks. Jang, Y. M., Reali, G., Toh, C. K., Segall, Z. & Fujii, T. (eds.). IEEE, Institute of Electrical and Electronics Engineers, p. 290-295 6 p. 7993796

Research output: Chapter in Book/Conference paperConference paper

Channel estimation
Experiments
2016
28 Citations (Scopus)

A Discriminative Representation of Convolutional Features for Indoor Scene Recognition

Khan, S., Hayat, M., Bennamoun, M., Togneri, R. & Sohel, F. A., Jul 2016, In : IEEE Transactions on Image Processing. 25, 7, p. 3372-3383

Research output: Contribution to journalArticle

Chemical activation
Object recognition
Neural networks
8 Citations (Scopus)
Mobile phones
Identification (control systems)
Image recognition
Bayesian networks
Support vector machines
4 Citations (Scopus)

A new approach for the detection of architectural distortions using textural analysis of surrounding tissue

Zyout, I. & Togneri, R., 13 Oct 2016, 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. Patton, J. (ed.). IEEE, Institute of Electrical and Electronics Engineers, Vol. 2016-October. p. 3965-3968 4 p. 7591595

Research output: Chapter in Book/Conference paperConference paper

Tissue
Breast
Fractals
Mammography
Fractal dimension
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