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Dr Gelareh Mohammadi
Senior Lecturer

Dr Gelareh Mohammadi

Engineering
Computer Science and Engineering

Gelareh Mohammadi is a senior lecturer at UNSW Sydney. She is working in Social Artificial Intelligence and Human Behavior Analysis domain. Her main research interests lie in the field of computational social science, an interdisciplinary field bridging computer science and social science, and more specifically she is interested in social signal processing and human behaviour understanding using AI and Signal processing to create socially-aware artificial intelligence. 
Phone
+61 2 9385 6991
E-mail
g.mohammadi@unsw.edu.au
Location
School of Computer Science & Engineering, Room 401D, Building K17 UNSW Sydney
  • Book Chapters | 2022
    Gan PZ; Sowmya A; Mohammadi G, 2022, 'Zero-shot Personality Perception From Facial Images', in AI 2022: Advances in Artificial Intelligence, Springer International Publishing, pp. 43 - 56, http://dx.doi.org/10.1007/978-3-031-22695-3_4
    Book Chapters | 2012
    2012, 'From Nonverbal Cues to Perception: Personality and Social Attractiveness', in Cognitive Behavioral Systems, pp. 60 - 72, http://dx.doi.org/10.1007/978-3-642-34584-5_5
    Book Chapters | 2011
    Vinciarelli A; Mohammadi G, 2011, 'Towards a Technology of Nonverbal Communication', in Affective Computing and Interaction: Psychological, Cognitive and Neuroscientific Perspectives
    Book Chapters | 2010
    Vinciarelli A; Mohammadi G, 2010, 'Towards a technology of nonverbal communication: Vocal behavior in social and affective phenomena', in Affective Computing and Interaction: Psychological, Cognitive and Neuroscientific Perspectives, pp. 133 - 156, http://dx.doi.org/10.4018/978-1-61692-892-6.ch007
    Book Chapters | 2010
    2010, 'More than Words: Inference of Socially Relevant Information from Nonverbal Vocal Cues in Speech', in Toward Autonomous, Adaptive, and Context-Aware Multimodal Interfaces: Theoretical and Practical Issues, pp. 23 - 33, http://dx.doi.org/10.1007/978-3-642-18184-9_3
  • Journal articles | 2023
    Mohammadi G; Van De Ville D; Vuilleumier P, 2023, 'Brain networks subserving functional core processes of emotions identified with componential modelling', Cerebral Cortex, https://www.biorxiv.org/content/10.1101/2020.06.10.145201v1
    Journal articles | 2023
    Spooner A; Mohammadi G; Sachdev PS; Brodaty H; Sowmya A, 2023, 'Ensemble feature selection with data-driven thresholding for Alzheimer's disease biomarker discovery', BMC Bioinformatics, 24, pp. 9, http://dx.doi.org/10.1186/s12859-022-05132-9
    Journal articles | 2023
    2023, 'Brain networks subserving functional core processes of emotions identified with componential modeling.', Cereb Cortex, http://dx.doi.org/10.1093/cercor/bhad093
    Journal articles | 2022
    Liu C; M.E. Sepasgozar S; Shirowzhan S; Mohammadi G, 2022, 'Applications of object detection in modular construction based on a comparative evaluation of deep learning algorithms', Construction Innovation, 22, pp. 141 - 159, http://dx.doi.org/10.1108/CI-02-2020-0017
    Journal articles | 2022
    Menétrey MQ; Mohammadi G; Leitão J; Vuilleumier P, 2022, 'Emotion Recognition in a Multi-Componential Framework: The Role of Physiology', Frontiers in Computer Science, 4, http://dx.doi.org/10.3389/fcomp.2022.773256
    Journal articles | 2022
    Somarathna R; Bednarz T; Mohammadi G, 2022, 'Virtual Reality for Emotion Elicitation – A Review', IEEE Transactions on Affective Computing
    Journal articles | 2022
    2022, 'Video Generative Adversarial Networks: A Review', ACM Computing Surveys
    Journal articles | 2020
    Mohammadi G; Vuilleumier P, 2020, 'A Multi-Componential Approach to Emotion Recognition and the Effect of Personality', IEEE Transactions on Affective Computing
    Journal articles | 2015
    Schuller B; Steidl S; Batliner A; Nöth E; Vinciarelli A; Burkhardt F; Van Son R; Weninger F; Eyben F; Bocklet T; Mohammadi G; Weiss B, 2015, 'A Survey on perceived speaker traits: Personality, likability, pathology, and the first challenge', Computer Speech and Language, 29, pp. 100 - 131, http://dx.doi.org/10.1016/j.csl.2014.08.003
    Journal articles | 2014
    Vinciarelli A; Mohammadi G, 2014, 'A survey of personality computing', IEEE Transactions on Affective Computing, 5, pp. 273 - 291, http://dx.doi.org/10.1109/TAFFC.2014.2330816
    Journal articles | 2014
    Vinciarelli A; Mohammadi G, 2014, 'More personality in personality computing', IEEE Transactions on Affective Computing, 5, pp. 297 - 300, http://dx.doi.org/10.1109/TAFFC.2014.2341252
    Journal articles | 2012
    Mohammadi G; Vinciarelli A, 2012, 'Automatic personality perception: Prediction of trait attribution based on prosodic features', IEEE Transactions on Affective Computing, 3, pp. 273 - 284, http://dx.doi.org/10.1109/T-AFFC.2012.5
  • Working Papers | 2021
    Menétrey MQ; Mohammadi G; Leitão J; Vuilleumier P, 2021, Emotion Recognition in a Multi-Componential Framework: The Role of Physiology, http://dx.doi.org10.1101/2021.04.08.438559
  • Conference Papers | 2022
    2022, 'An Exploratory Analysis of Interactive VR-Based Framework for Multi-Componential Analysis of Emotion', Italy, pp. 353 - 358, presented at IEEE International Conference on Pervasive Computing and Communications, Italy, 21 March 2022, http://dx.doi.org/10.1109/PerComWorkshops53856.2022.9767281
    Conference Papers | 2022
    2022, 'Cascaded Siamese Self-supervised Audio to Video GAN', USA, presented at Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, USA, 19 July 2022
    Conference Papers | 2022
    2022, 'Diverse Audio-to-Video GAN Using Multiscale Image Fusion', Australia, presented at Australasian Joint Conference on Artificial Intelligence, Australia, 05 December 2022
    Conference Papers | 2022
    2022, 'Multi-componential Emotion Recognition in VR Using Physiological Signals', Australia, presented at Australasian Joint Conference on Artificial Intelligence, Australia, 05 December 2022
    Conference Posters | 2022
    2022, 'Towards using Involuntary Body Gestures for Measuring the User Engagement in VR Gaming', USA, presented at ACM Symposium on User Interface Software and Technology (UIST 2022), USA, 29 October 2022
    Conference Papers | 2022
    2022, 'Zero-shot Personality Perception From Facial Images', in Proceedings of the Australasian Joint Conference on Artificial Intelligence, Perth, presented at Australasian Joint Conference on Artificial Intelligence, AJCAI2022, Perth, 05 December 2022
    Preprints | 2022
    2022, 2CET-GAN: Pixel-Level GAN Model for Human Facial Expression Transfer, , http://dx.doi.org/10.48550/arxiv.2211.11570
    Preprints | 2022
    2022, Effective permeability of an immiscible fluid in porous media determined from its geometric state, , http://arxiv.org/abs/2208.08027v1
    Preprints | 2022
    2022, Ensemble feature selection with clustering for analysis of high-dimensional, correlated clinical data in the search for Alzheimer's disease biomarkers, , http://dx.doi.org/10.48550/arxiv.2207.02380
    Preprints | 2022
    2022, Ensemble feature selection with data-driven thresholding for Alzheimer's disease biomarker discovery, , http://dx.doi.org/10.48550/arxiv.2207.01822
    Preprints | 2022
    2022, Temporal Pattern Mining for Analysis of Longitudinal Clinical Data: Identifying Risk Factors for Alzheimer's Disease, , http://dx.doi.org/10.48550/arxiv.2209.04793
    Conference Papers | 2021
    Aldausari N; Sowmya A; Marcus N; Mohammadi G, 2021, 'PhonicsGAN: Synthesizing Graphical Videos from Phonics Songs', Online, presented at International Conference on Artificial Intelligence, Online, 14 September 2021
    Conference Papers | 2021
    Liu Y; Mohammadi G; Song Y; Johal W, 2021, 'Speech-based Gesture Generation for Robots and Embodied Agents: A ScopingReview', Japan, presented at Human-Agent Interaction, Japan, 09 November 2021
    Conference Papers | 2021
    2021, 'Multi-Componential Analysis of Emotions Using Virtual Reality', Japan, presented at ACM Symposium on Virtual Reality Software and Technology (VRST), Japan, 08 December 2021, http://dx.doi.org/10.1145/3489849.3489958
    Preprints | 2021
    2021, Virtual Reality for Emotion Elicitation -- A Review, , http://dx.doi.org/10.48550/arxiv.2111.04461
    Preprints | 2020
    2020, A Multi-Componential Approach to Emotion Recognition and the Effect of Personality, , http://dx.doi.org/10.48550/arxiv.2010.11370
    Reports | 2020
    2020, Assessing the Component Process Model of emotion using multivariate pattern classification analyses: A behavioral and psychophysiological study
    Reports | 2020
    2020, Video Generative Adversarial Networks: A Review
    Preprints | 2020
    2020, Video Generative Adversarial Networks: A Review, , http://dx.doi.org/10.48550/arxiv.2011.02250
    Conference Papers | 2019
    2019, 'Towards Understanding Emotional Experience in a Componential Framework', in 2019 8th International Conference on Affective Computing and Intelligent Interaction, ACII 2019, http://dx.doi.org/10.1109/ACII.2019.8925491
    Conference Papers | 2017
    2017, 'Prediction of Emotional Moments from Neural Activity', in ABIM, presented at Alpine Brain Imaging Meeting
    Conference Papers | 2017
    2017, 'Prediction of Emotional Moments from Neural Activity', presented at Alpine Brain Imaging Meeting, 16 January 2017
    Conference Papers | 2016
    2016, 'A Multi-Cluster Pattern Analysis on Emotional States', in ABIM, presented at Alpine Brain Imaging Meeting
    Conference Papers | 2016
    2016, 'A Multi-Cluster Pattern Analysis on Emotional States', in ABIM, presented at Alpine Brain Imaging Meeting
    Conference Papers | 2015
    Mohammadi G; Vinciarelli A, 2015, 'Automatic personality perception: Prediction of trait attribution based on prosodic features (extended abstract)', in 2015 International Conference on Affective Computing and Intelligent Interaction, ACII 2015, China, pp. 484 - 490, presented at International Conference on Affective Computing and Intelligent Interaction (ACII),, China, 21 September 2015 - 24 September 2015, http://dx.doi.org/10.1109/ACII.2015.7344614
    Conference Papers | 2013
    Mohammadi G; Park S; Sagae K; Morency LP, 2013, 'Who is Persuasive? The Role of Perceived Personality and Communication Modality in Social Multimedia', in ICMI 2013 - Proceedings of the 2013 ACM International Conference on Multimodal Interaction, Sydney, pp. 19 - 25, presented at International Conference on Multimodal Interaction, Sydney, 09 December 2013 - 13 December 2013, http://dx.doi.org/10.1145/2522848.2522857
    Conference Papers | 2012
    2012, 'Crowdsourcing micro-level Multimedia Annotations: The challenge of Evaluation & Inference', in CrowdMM 2012 - Proceedings of the 2012 ACM Workshop on Crowdsourcing for Multimedia, Co-located with ACM Multimedia 2012, Japan, pp. 29 - 34, presented at ACM multimedia 2012 workshop on Crowdsourcing for multimedia, Japan, 29 October 2012 - 02 November 2012, http://dx.doi.org/10.1145/2390803.2390816
    Conference Papers | 2012
    2012, 'From Speech to Personality: Mapping Voice Quality and Intonation into Personality Differences', in MM 2012 - Proceedings of the 20th ACM International Conference on Multimedia, Japan, pp. 789 - 792, presented at ACM International Conference on Multimedia, Japan, 29 October 2012 - 02 November 2012, http://dx.doi.org/10.1145/2393347.2396313
    Conference Papers | 2012
    2012, 'On Speaker Independent Personality Perception and Prediction from Speech', in 13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012, USA, pp. 258 - 261, presented at INTERSPEECH, USA, 09 September 2012 - 13 September 2012
    Conference Papers | 2012
    2012, 'The INTERSPEECH 2012 Speaker Trait Challenge', in 13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012, USA, pp. 254 - 257, presented at INTERSPEECH, USA, 09 September 2012 - 13 September 2012
    Conference Papers | 2011
    2011, 'Humans As Feature Extractors: Combining Prosody and Personality Perception for Improved Speaking Style Recognition', in Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, USA, pp. 363 - 366, presented at IEEE International Conference on Systems, Man and Cybernetics, USA, 09 October 2011 - 12 October 2011, http://dx.doi.org/10.1109/ICSMC.2011.6083692
    Conference Papers | 2010
    Mohammadi G; Vinciarelli A, 2010, 'The Voice of Personality: Mapping Nonverbal Vocal Behavior into Trait Attributions', in SSPW'10 - Proceedings of the 2010 ACM Social Signal Processing Workshop, Co-located with ACM Multimedia 2010, Italy, pp. 17 - 20, presented at International workshop on Social signal processing, Italy, - , http://dx.doi.org/10.1145/1878116.1878123
    Conference Papers | 2010
    Salamin H; Truong K; Mohammadi G; Vinciarelli A, 2010, 'Automatic Role Recognition Based on Conversational and Prosodic Behaviour', in MM'10 - Proceedings of the ACM Multimedia 2010 International Conference, Italy, pp. 847 - 850, presented at ACM International Conference on Multimedia, Italy, - , http://dx.doi.org/10.1145/1873951.1874094
    Conference Papers | 2009
    2009, 'Multi-view Video Segmentation and Tracking for Video Surveillance', in Proceedings of SPIE - The International Society for Optical Engineering, USA, presented at SPIE Defens Security & Sensing Conference, USA, - , http://dx.doi.org/10.1117/12.820786
    Conference Papers | 2008
    2008, 'Edge Defect Detection in Ceramic Tile Based on Boundary Analysis Using Fuzzy Thresholding and Radon Transform', in ISSPIT: 8TH IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY, IEEE COMPUTER SOC, -, pp. 58 - +, presented at IEEE International Symposium on Signal Processing and Information Technology, -, - , http://dx.doi.org/10.1109/ISSPIT.2008.4775686
    Conference Papers | 2007
    Mohammadi G; Fatemizadeh E, 2007, 'A New 2D Corner Detector for Extracting Landmarks from Brain MR Images', in A New 2D Corner Detector for Extracting Landmarks from Brain MR Images, International Symposium on Signal Processing and its Application, UAE, presented at International Symposium on Signal Processing and its Application, UAE, -
    Conference Papers | 2007
    Mohammadi G; Fatemizadeh E, 2007, 'A New 2D Landmark Extraction Approach Based on Covariance of Intensity Variation in a Mask', in A New 2D Landmark Extraction Approach Based on Covariance of Intensity Variation in a Mask, Iranian Conference on Biomedical Engineering, Iran, presented at Iranian Conference on Biomedical Engineering, Iran, -
    Conference Papers | 2006
    Mohammadi G; Shooshtari P; Vosoughi Vahdat B, 2006, 'Reduction of 2D Block Method Computational Cost for Electrical Impedance Tomography Equations', in Reduction of 2D Block Method Computational Cost for Electrical Impedance Tomography Equations, Iranian Conference on Electrical Engineering, Iran, presented at Iranian Conference on Electrical Engineering, Iran, -
    Conference Papers | 2006
    2006, 'Person Identification by Using AR Model for EEG Signals', in Ardil C (ed.), PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 11, WORLD ACAD SCI, ENG & TECH-WASET, Czech Republic, pp. 281 - 285, presented at World Academy of Science, Engineering and Technology, Czech Republic, - , http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000260419100052&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a
    Conference Papers | 2006
    2006, 'Removing Ocular Artifacts from EEG Signals Using Adaptive Filtering and ARMAX Modeling', in Ardil C (ed.), PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 11, WORLD ACAD SCI, ENG & TECH-WASET, Czech Republic, pp. 277 - 280, presented at World Academy of Science, Engineering and Technology, Czech Republic, - , http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000260419100051&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a
    Preprints |
    A Machine Learning Model for Analyzing the Multivariate Patterns of Emotions in Multi-Componential Framework with Personalization, , http://dx.doi.org/10.2139/ssrn.4075454

  • 2022- Finalist for the Women in AI Award - Australia & New Zealand- in AI for Education category

  • 2019- Selected as Australia’s Research Field Leader (top researcher) in Human-Computer Interaction in the Australian Research Report

  • 2019- Best paper award in Affective Computing & Intelligent Interaction

  • 2015- Nomination for the Most Influential Articles in IEEE Transactions for Affective Computing Journal

  • 2013- Recipient of Google Anita Borg Memorial (Women Techmakers) Award 

My Research Supervision

My current HDR students:

  • Nuha Aldausari
  • Rukshani Somarathna
  • Peter Gan
  • Abdelrahman Ahmed
  • Michael Libman
  • Ryan De Belen

Students that I co-supervise:

  • Annette Spooner
  • Shariful Alam
  • Liu Yu
  • Zahra Donyavi

 

My Teaching

COMP9417: Machine Learning and Data Mining

COMP9517: Computer Vision

COMP3511/COMP9511: Human-Computer Interaction