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Postdoctoral Fellow

Mr Ali Bakhshi

M.Sc. : Electronic Engineering, 2006-2008
Ph.D. : Computer Science, the University of Newcastle, Australia, 2018-2021
Post-Doctoral: Computer Science, UNSW. Australia, 2021-2022
Engineering
Computer Science and Engineering
E-mail
a.bakhshi@unsw.edu.au
  • Book Chapters | 2021
    Bakhshi A; Chalup S, 2021, 'Multimodal Emotion Recognition Based on Speech and Physiological Signals Using Deep Neural Networks', in Pattern Recognition. ICPR International Workshops and Challenges, Springer International Publishing, pp. 289 - 300, http://dx.doi.org/10.1007/978-3-030-68780-9_25
    Book Chapters | 2020
    Bakhshi A; Chalup S; Noman N, 2020, 'Fast Evolution of CNN Architecture for Image Classification', in Natural Computing Series, Springer Singapore, pp. 209 - 229, http://dx.doi.org/10.1007/978-981-15-3685-4_8
  • Journal articles | 2022
    Bakhshi A; Harimi A; Chalup S, 2022, 'CyTex: Transforming speech to textured images for speech emotion recognition', Speech Communication, vol. 139, pp. 62 - 75, http://dx.doi.org/10.1016/j.specom.2022.02.007
    Journal articles | 2020
    Bakhshi A; Chalup S; Harimi A; Mirhassani SM, 2020, 'Recognition of emotion from speech using evolutionary cepstral coefficients', Multimedia Tools and Applications, vol. 79, pp. 35739 - 35759, http://dx.doi.org/10.1007/s11042-020-09591-1
    Journal articles | 2016
    Harimi A; Fakhr HS; Bakhshi A, 2016, 'RECOGNITION OF EMOTION USING RECONSTRUCTED PHASE SPACE OF SPEECH', MALAYSIAN JOURNAL OF COMPUTER SCIENCE, vol. 29, pp. 262 - 271, http://dx.doi.org/10.22452/mjcs.vol29no4.2
    Journal articles | 2013
    JamaliNazari A; Bakhshi A; Taghi Javadi M; Mohammad Ziazadeh S; Norouzi Gharahasanloo N; Rasa Golrokh M, 2013, 'Design and Synthesis of Pants for Recording the Angles of Hip, Knee and Ankle Joint with Computer Processing', International Journal of Computer Applications, vol. 82, pp. 36 - 40, http://dx.doi.org/10.5120/14100-2121
    Journal articles | 2012
    Aminzadeh H; Bakhshi A, 2012, 'Circuit-level Design of a Power Supply Unit with Extra Low-noise Output for Portable Integrated SoCs', International Journal of Computer Applications, vol. 50, pp. 1 - 6, http://dx.doi.org/10.5120/7836-0746
    Journal articles | 2012
    Bakhshi A; Ghassemian MH; Ahmadifard A, 2012, 'The Effect of the Spectral Band Selection Method on Hyperspectral Images Segmentation Accuracy', International Journal of Computer Theory and Engineering, pp. 318 - 321, http://dx.doi.org/10.7763/ijcte.2012.v4.474
  • Preprints | 2022
    Chen B; Bakhshi A; Batista G; Ng B; Chin T-J, 2022, Update Compression for Deep Neural Networks on the Edge, http://dx.doi.org/10.48550/arxiv.2203.04516
    Conference Papers | 2022
    Chen B; Bakhshi A; Batista G; Ng B; Chin TJ, 2022, 'Update Compression for Deep Neural Networks on the Edge', in IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, IEEE, pp. 3075 - 3085, presented at 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 19 June 2022 - 20 June 2022, http://dx.doi.org/10.1109/CVPRW56347.2022.00347
    Conference Papers | 2020
    Bakhshi A; Wong ASW; Chalup S, 2020, 'End-To-End Speech Emotion Recognition Based on Time and Frequency Information Using Deep Neural Networks', in DeGiacomo G; Catala A; Dilkina B; Milano M; Barro S; Bugarin A; Lang J (eds.), ECAI 2020: 24TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE, IOS PRESS, ELECTR NETWORK, European Assoc Artificial Intelligence, pp. 969 - 975, presented at 24th European Conference on Artificial Intelligence (ECAI), ELECTR NETWORK, European Assoc Artificial Intelligence, 29 August 2020 - 08 September 2020, http://dx.doi.org/10.3233/FAIA200190
    Conference Papers | 2019
    Bakhshi A; Noman N; Chen Z; Zamani M; Chalup S, 2019, 'Fast Automatic Optimisation of CNN Architectures for Image Classification Using Genetic Algorithm', in 2019 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), IEEE, NEW ZEALAND, Wellington, pp. 1283 - 1290, presented at IEEE Congress on Evolutionary Computation (IEEE CEC), NEW ZEALAND, Wellington, 10 June 2019 - 13 June 2019, http://dx.doi.org/10.1109/cec.2019.8790197
    Conference Papers | 2009
    Bakhshi A; Gharabagh AA; Ghassemian MH, 2009, 'Urban Arial Image Segmentation Using Spectral and Direction Features', in Zhou SM; Wang W (ed.), PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL III, IEEE COMPUTER SOC, PEOPLES R CHINA, Xiamen, pp. 597 - +, presented at 1st WRI Global Congress on Intelligent Systems (GCIS 2009), PEOPLES R CHINA, Xiamen, 19 May 2009 - 21 May 2009, http://dx.doi.org/10.1109/GCIS.2009.325
    Conference Papers | 2009
    Gharabagh AA; Bakhshi A; Shojaee S, 2009, 'A New Modified Accurate Genetic Algorithm for Multivariable systems', in Zhou SM; Wang W (ed.), PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL I, IEEE COMPUTER SOC, PEOPLES R CHINA, Xiamen, pp. 564 - 568, presented at 1st WRI Global Congress on Intelligent Systems (GCIS 2009), PEOPLES R CHINA, Xiamen, 19 May 2009 - 21 May 2009, http://dx.doi.org/10.1109/GCIS.2009.317

UNIPRS UNIPRS (Tuition Fees) The University of Newcastle, Australia, Nov 2017

UNRSC UNRS Central Scholarship, The University of Newcastle, Nov 2017

I am working on various machine learning algorithms dealing with signals and images. I am developing deep neural network architectures to solve a range of image and signal processing problems, including classification, detection, and segmentation. I am working on deep model compression architecture to make them usable for mobile devices. 
During my Ph.D., I worked on multimodal emotion recognition operating on various channels, such as speech signals, physiological signals, and images.