Projects per year
Personal profile
Biography
I joined Monash’s Department of Electrical and Computer Systems Engineering (ECSE) in August 2018. Before joining Monash University, I spent 5 wonderful years at Canberra Research Laboratory-NICTA, working with prof. Richard Hartley and prof. Fatih Porikli. Prior to that, I worked at Queensland Research Laboratory-NICTA with Prof. Brian Lovell. I was also a contributing research scientist at the Machine Learning Research Group (MLRG) Data61-CSIROand an associated investigator at Australian Center for Robotic Vision (ACRV).
I am interested in various aspects of learning, especially with a flavor of visual data. I am an associate editor of the IET-CV, Frontiers In Imaging, and Journal of Imaging and regularly review papers for top conferences and journals in ML/CV including CVPR, ICCV, ECCV, NeurIPS, ICML, ICLR, IEEE TPAMI, IEEE TNNLS, IEEE TIP.
Visit my personal webpage to get a feel for the type of research I do.
My Erdos path reads as Mehrtash Harandi -> Richard Hartley -> Marc Kilgour -> Peter C. Fishburn -> Paul Erdos.
Supervision interests
I always look for motivated and hard-working students who are interested in doing research with me. You can read some of my papers (click here) to get a feel for the type of work that I do. I encourage students to contact me but
You must have good mathematical and computational skills, preferably with prior experience in machine learning and/or computer vision. Strong programming skills in Matlab and Python are also necessary. When contacting me, include a copy of your academic transcripts.
Monash teaching commitment
Advanced Engineering Data Analysis (ENG5001/6001)
Neural Networks and Deep Learning (ECE4179/ECE5179/ECE6179)
Computer Vision (ECE4076/5176)
External positions
Contributing Scientist, CSIRO - Data61 (Victoria)
1 Aug 2018 → …
Research area keywords
- Machine Learning
- Deep Learning
- Computer vision, image and signal processing
- AI
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being
Collaborations and top research areas from the last five years
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Can Machines Unlearn? : Can Machines Unlearn? Toward Next-Generation Safe Artificial Intelligence
Phung, D. (Primary Chief Investigator (PCI)), Tafazzoli Harandi, M. (Chief Investigator (CI)), Le, T. (Chief Investigator (CI)), Zhang, J. (Chief Investigator (CI)) & Cai, J. (Chief Investigator (CI))
ARC - Australian Research Council
7/08/25 → 6/08/29
Project: Research
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Generalizing Model Adaptation with Geometry: Applications in Model Fine-tuning, Editing, and Personalized AI
Le, T. (Primary Chief Investigator (PCI)) & Tafazzoli Harandi, M. (Chief Investigator (CI))
15/06/25 → 14/06/27
Project: Research
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Exploiting Geometries of Learning for Fast, Adaptive and Robust AI
Phung, D. (Primary Chief Investigator (PCI)), Tafazzoli Harandi, M. (Chief Investigator (CI)), Hartley, R. I. (Chief Investigator (CI)), Le, T. (Chief Investigator (CI)) & Koniusz, P. (Partner Investigator (PI))
ARC - Australian Research Council
8/05/23 → 7/05/27
Project: Research
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Lifelong Learning for Composites Manufacturing
Milani, A. (Primary Chief Investigator (PCI)), Tafazzoli Harandi, M. (Chief Investigator (CI)), Narayan, A. (Chief Investigator (CI)), Seethaler, R. J. (Chief Investigator (CI)), Hendijani Fard, F. (Chief Investigator (CI)), Kamgarpour, M. (Chief Investigator (CI)) & Gopaluni, B. (Chief Investigator (CI))
31/03/20 → 30/03/22
Project: Research
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Trustworthy Learning from Limited Data in Machine Learning and Computer Vision (Data61 CRP #41)
Tafazzoli Harandi, M. (Primary Chief Investigator (PCI)), Drummond, T. (Chief Investigator (CI)) & Knight, K. (Project Manager)
1/08/18 → 31/07/22
Project: Research
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Artificial intelligence and microscopy: A systematic review of deep learning in microalgae and cyanobacteria species identification
Taheriashtiani, N., Ge, Z., Harandi, M., Crosbie, N. D., McGregor, G. B., Gao, L., Chen, C., Blackall, L., Burch, M., Lintern, A. & Zamyadi, A., Apr 2026, In: Algal Research. 95, 19 p., 104599.Research output: Contribution to journal › Article › Research › peer-review
Open Access3 Link opens in a new tab Citations (Scopus) -
Feedforward Compression of Static and Streamable 3D Gaussian Splatting
Chen, Y., Wu, Q., Li, M., Lin, W., Hou, J., Harandi, M. & Cai, J., Jun 2026, In: IEEE Transactions on Circuits and Systems for Video Technology. 36, 6, p. 7937-7951 15 p.Research output: Contribution to journal › Article › Research › peer-review
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Hierarchical Prompt-Enhanced Image Generation Using Hyperbolic Space
Chen, S., Pan, Z., Cai, J., Fang, P., Harandi, M. & Phung, D., 2026, Neural Information Processing - 31st International Conference, ICONIP 2024 Auckland, New Zealand, December 2–6, 2024 Proceedings, Part XI. Mahmud, M., Doborjeh, M., Wong, K., Leung, A. C. S., Doborjeh, Z. & Tanveer, M. (eds.). Singapore Singapore: Springer, p. 121-136 16 p. (Communications in Computer and Information Science; vol. 2292).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
1 Link opens in a new tab Citation (Scopus) -
Reprogramming Automatic Speech Recognition Models for Neonatal Chest Sound Separation
Poh, Y. Y., Grooby, E., Tan, K., Malhotra, A., Harandi, M. & Marzbanrad, F., 2026, (Accepted/In press) In: IEEE Journal of Biomedical and Health Informatics. 12 p.Research output: Contribution to journal › Article › Research › peer-review
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Canonical Shape Projection Is All You Need for 3D Few-Shot Class Incremental Learning
Cheraghian, A., Hayder, Z., Ramasinghe, S., Rahman, S., Jafaryahya, J., Petersson, L. & Harandi, M., 2025, Computer Vision – ECCV 2024 - 18th European Conference Milan, Italy, September 29–October 4, 2024 Proceedings, Part XLI. Leonardis, A., Ricci, E., Roth, S., Russakovsky, O., Sattler, T. & Varol, G. (eds.). Cham Switzerland: Springer, p. 36-53 18 p. (Lecture Notes in Computer Science; vol. 15099).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
2 Link opens in a new tab Citations (Scopus)
Prizes
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Best Recognition Paper in IEEE International Conference on Digital Image Computing: Techniques and Applications (DICTA), 2013.
Harandi, M. (Recipient), 2013
Prize: Prize (including medals and awards)
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Outstanding reviewer, Asian Conference on Computer Vision, 2014
Harandi, M. (Recipient), 2014
Prize: National/international honour
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Outstanding reviewer, International Conference on Computer Vision
Tafazzoli Harandi, M. (Recipient), 1 Nov 2019
Prize: Prize (including medals and awards)
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Outstanding reviewer, International Conference on Computer Vision, 2015
Harandi, M. (Recipient), 2015
Prize: National/international honour
Activities
- 3 Editorial responsibility
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IET Computer Vision (Journal)
Tafazzoli Harandi, M. (Editor in chief)
30 Jan 2020 → 31 Dec 2022Activity: Publication peer-review and editorial work types › Editorial responsibility
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IET Computer Vision (Journal)
Tafazzoli Harandi, M. (Editor in chief)
30 Jan 2020 → 31 Dec 2022Activity: Publication peer-review and editorial work types › Editorial responsibility
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Journal of Imaging (Journal)
Tafazzoli Harandi, M. (Editor in chief)
30 Jul 2020 → …Activity: Publication peer-review and editorial work types › Editorial responsibility
Press/Media
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'Deep fakes': How to know what's true in the fake-Obama video era
4/03/18
1 Media contribution
Press/Media: Expert Comment