Munawar Hayat
  

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Munawar Hayat

Dr

Accepting PhD Students

PhD projects

I am actively looking for PhD students who are interested in working on computer vision and deep learning problems such as, adversarial robustness, learning from imbalanced data, learning with limited supervision, incremental learning, and large scale zero shot object detection. Please contact me, if you are interested. Onshore students will be preferred due to current travel restrictions.

20122021

Research activity per year

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Personal profile

Biography

Munawar is a Senior Lecturer at Faculty of IT, Monash University, Melbourne, Australia. He is an ARC DECRA fellow. Munawar completed his PhD in Computer Vision from The University of Western Australia (UWA). His PhD thesis received multiple awards including the prestigious Robert Street Prize. His research interests are in computer vision, machine/deep learning, and affective computing.

Education/Academic qualification

Computer Science, Doctor of Philosophy, University of Western Australia

Award Date: 15 May 2015

Space Science, Masters in Space Science and Technology, Luleå tekniska universitet

Award Date: 1 Dec 2011

Avionics Engineering, Bachelor of Engineering, National University of Sciences & Technology (Pakistan)

Award Date: 1 Oct 2009

Research area keywords

  • Computer Vision
  • Deep learning
  • Image Processing
  • Machine Learning
  • Affective Computing

Network

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  • Deeply supervised discriminative learning for adversarial defense

    Mustafa, A., Khan, S. H., Hayat, M., Goecke, R., Shen, J. & Shao, L., 1 Sep 2021, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 43, 9, p. 3154-3166 13 p., 9025211.

    Research output: Contribution to journal › Article › Research › peer-review

    4 Citations (Scopus)

  • Multi-stage progressive image restoration

    Zamir, S. W., Arora, A., Khan, S., Hayat, M., Khan, F. S., Yang, M-H. & Shao, L., 2021, Proceedings - 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2021. Masson-Forsythe, M. & Mortensen, E. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 14816-14826 11 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

    Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review

    63 Citations (Scopus)

  • NTIRE 2021 challenge on image deblurring

    Nah, S., Son, S., Lee, S., Timofte, R., Lee, K. M., Chen, L., Zhang, J., Lu, X., Chu, X., Chen, C., Xiong, Z., Xu, R., Xiao, Z., Huang, J., Zhang, Y., Xi, S., Wei, J., Bai, H., Cheng, S., Wei, H. & 78 others, Sun, L., Tang, J., Pan, J., Lee, D., Lee, C., Kim, T., Wang, X., Zhang, D., Pan, Z., Lin, T., Wu, W., He, D., Li, B., Li, B., Xi, T., Zhang, G., Liu, J., Han, J., Ding, E., Tao, G., Chu, W., Cao, Y., Luo, D., Tai, Y., Lu, T., Wang, C., Li, J., Huang, F., Chen, H., Chen, S., Guo, T., Wang, Y., Zamir, S. W., Arora, A., Khan, S., Hayat, M., Khan, F. S., Shao, L., Zuo, Y., Ou, Y., Chai, Y., Shi, L., Liu, S., Lei, L., Feng, C., Zeng, K., Yao, Y., Liu, X., Zhang, Z., Huang, H., Zhang, Y., Jiang, M., Zou, W., Miao, S., Kim, Y., Sun, Y., Deng, S., Ren, W., Cao, X., Wang, T., Suin, M., Rajagopalan, A. N., Van Duong, V., Nguyen, T. H., Yim, J., Jeon, B., Li, R., Xie, J., Han, J. W., Choi, J. H., Kim, J. H., Lee, J. S., Zhang, J., Peng, F., Svitov, D., Pakulich, D., Kim, J. & Jeong, J., 2021, Proceedings - 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2021. Masson-Forsythe, M. & Mortensen, E. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 149-165 17 p. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops).

    Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Other

    19 Citations (Scopus)

  • NTIRE 2021 nonhomogeneous dehazing challenge report

    Ancuti, C. O., Ancuti, C., Vasluianu, F. A., Timofte, R., Fu, M., Liu, H., Yu, Y., Chen, J., Wang, K., Chang, J., Wang, X., Liu, J., Xu, Y., Zhang, X., Zhao, M., Zhou, S., Chen, T., Fu, J., Jiang, W., Gao, C. & 76 others, Liu, S., Wang, Y., Guo, J., Li, C., Yan, Q., Zheng, S., Zamir, S. W., Arora, A., Dudhane, A., Khan, S., Hayat, M., Khan, F. S., Shao, L., Zhang, H., Guo, T., Monga, V., Yang, W., Lin, J., Luo, X., Huang, G., Chen, S., Qu, Y., Xu, K., Yang, L., Sun, P., Niu, X., Zheng, J., Ruan, X., Wang, Y., Yang, J., Luo, Z., Wang, S., Xu, Z., Cao, X., Luo, J., Zheng, Z., Ren, W., Wang, T., Chen, Y., Leng, C., Li, C., Cheng, J., Sung, C. S., Chen, J. C., Jo, E., Sim, J. Y., M M, G., K A, A., K G, S., R S, J., Zacharias, J., Manu, C. M., Huang, Z., Zhang, B., Zhang, Y., Li, J., Chen, M., Xiao, Q., Su, Q., Han, L., Huang, Y., Prajapati, K., Chudasama, V., Patel, H., Sarvaiya, A., Upla, K., Raja, K., Ramachandra, R., Busch, C., Jing, H., Huang, Z., Fu, Y., Wu, H., Zha, Q., Zhu, Z. & Lv, H., 2021, Proceedings - 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2021. Masson-Forsythe, M. & Mortensen, E. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 627-646 20 p. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops).

    Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Other

    18 Citations (Scopus)

  • Synthesizing the unseen for zero-shot object detection

    Hayat, N., Hayat, M., Rahman, S., Khan, S., Zamir, S. W. & Khan, F. S., 2021, Computer Vision – ACCV 2020 : 15th Asian Conference on Computer Vision Kyoto, Japan, November 30 – December 4, 2020 Revised Selected Papers, Part III. Ishikawa, H., Liu, C-L., Pajdla, T. & Shi, J. (eds.). Cham Switzerland: Springer, p. 155-170 16 p. (Lecture Notes in Computer Science ; vol. 12624).

    Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review

View all 44 research outputs