Projects per year
Personal profile
Biography
I am a senior lecturer in the department of Electrical and Computer Systems Eng. (ECSE) at Monash University. I am also a contributing research scientist in the Machine Learning Research Group (MLRG) at Data61-CSIRO.
Having broad interests in machine learning, computer vision and signal processing, I develop algorithms and mathematical models to equip our machines with intelligence. Visit my personal webpage to get a 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)
Neural Networks and Deep Learning (ECE4079)
External positions
Contributing Scientist, CSIRO - Data61 (Victoria)
1 Aug 2018 → …
Research area keywords
- Machine Learning
- Deep Learning
- Computer vision, image and signal processing
Network
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Trustworthy Learning from Limited Data in Machine Learning and Computer Vision (Data61 CRP #41)
Tafazzoli Harandi, M., Drummond, T. & Knight, K.
1/08/18 → 31/07/22
Project: Research
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Develop a Sim-to-Real Transfer Learning AI architecture for reliable prediction and optimization of advanced manufacturing processes in the presence of limited data
Milani, A., Tafazzoli Harandi, M., Narayan, A., Seethaler, R., Hendijani Fard, F., Kamgarpour, M. & Gopaluni, B.
31/03/20 → 30/03/22
Project: Research
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Meta-learning for multi-label few-shot classification
Simon, C., Koniusz, P. & Harandi, M., 2022, Proceedings, 2022 IEEE Winter Conference on Applications of Computer Vision, WACV 2022. Mortensen, E. (ed.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 346-355 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
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Towards a robust differentiable architecture search under label noise
Simon, C., Koniusz, P., Petersson, L., Han, Y. & Harandi, M., 2022, Proceedings, 2022 IEEE Winter Conference on Applications of Computer Vision, WACV 2022. Mortensen, E. (ed.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 3584-3594 11 p. (Proceedings - 2022 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2022).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
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Attention in Attention Networks for person retrieval
Fang, P., Zhou, J., Roy, S. KUMAR., Ji, P., Petersson, L. & Harandi, M. T., 15 Apr 2021, (Accepted/In press) In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 16 p.Research output: Contribution to journal › Article › Research › peer-review
3 Citations (Scopus) -
Channel recurrent attention networks for video pedestrian retrieval
Fang, P., Ji, P., Zhou, J., Petersson, L. & Harandi, M., 2021, Computer Vision – ACCV 2020: 15th Asian Conference on Computer Vision Kyoto, Japan, November 30 – December 4, 2020 Revised Selected Papers, Part VI. Ishikawa, H., Liu, C-L., Pajdla, T. & Shi, J. (eds.). Cham Switzerland: Springer, p. 427-443 17 p. (Lecture Notes in Computer Science; vol. 12627 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
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Curvature generation in curved spaces for few-shot learning
Gao, Z., Wu, Y., Jia, Y. & Harandi, M., 2021, Proceedings, 2021 IEEE/CVF International Conference on Computer Vision, ICCV 2021. Mortensen, E. (ed.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 8671-8680 10 p. (Proceedings of the IEEE International Conference on Computer Vision).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
Prizes
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Best Recognition Paper in IEEE International Conference on Digital Image Computing: Techniques and Applications (DICTA), 2013.
Tafazzoli Harandi, Mehrtash (Recipient), 2013
Prize: Prize (including medals and awards)
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NICTA impact award, 2015
Tafazzoli Harandi, Mehrtash (Recipient), 2015
Prize: Prize (including medals and awards)
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Outstanding reviewer, Asian Conference on Computer Vision, 2014
Tafazzoli Harandi, Mehrtash (Recipient), 2014
Prize: National/international honour
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Outstanding reviewer, International Conference on Computer Vision
Tafazzoli Harandi, Mehrtash (Recipient), 1 Nov 2019
Prize: Prize (including medals and awards)
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Outstanding reviewer, International Conference on Computer Vision, 2015
Tafazzoli Harandi, Mehrtash (Recipient), 2015
Prize: National/international honour
Activities
- 3 Editorial responsibility
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IET Computer Vision (Journal)
Mehrtash Tafazzoli Harandi (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)
Mehrtash Tafazzoli Harandi (Editor in chief)
30 Jul 2020 → …Activity: Publication peer-review and editorial work types › Editorial responsibility
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IET Computer Vision (Journal)
Mehrtash Tafazzoli Harandi (Editor in chief)
30 Jan 2020 → 31 Dec 2022Activity: 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