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

    6009 Perth

    Australia

  • 2111 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
1 Citation (Scopus)

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
2 Citations (Scopus)

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)
104 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

5 Citations (Scopus)
Antifreeze Proteins
Peptides
Proteins
Protein
Prediction
10 Citations (Scopus)
Acoustics
3 Citations (Scopus)
180 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
3 Citations (Scopus)
155 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

3 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
13 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

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
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
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

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

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

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
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

2 Citations (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
5 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
32 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
9 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