Research output per year
Research output per year
Personal profile
Research Overview
Professor Ghanem's research interests focus on topics in computer vision, machine learning, and image processing. They include:
Modeling dynamic objects in video sequences to improve motion segmentation, video compression, video registration, motion estimation, and activity recognition.
Developing efficient optimization and randomization techniques for large-scale computer vision and machine learning problems.
Exploring novel means of involving human judgment to develop more effective and perceptually-relevant recognition and compression techniques.
Developing frameworks for joint representation and classification by exploiting data sparsity and low-rankness.
Key Research Areas
Computer Science, Electrical Engineering, Visual Computing, Machine Learning
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):
Education
Electrical and Computer Engineering, Ph.D., University of Illinois at Urbana-Champaign
2010
Award Date: Jan 1 2010
Electrical and Computer Engineering, M.S., University of Illinois at Urbana-Champaign
2008
Award Date: Jan 1 2008
Computer and Communication Engineering, B.E., American University of Beirut
2005
Award Date: Jan 1 2005
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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AdaptiveMix: Improving GAN Training via Feature Space Shrinkage
Liu, H., Zhang, W., Li, B., Wu, H., He, N., Huang, Y., Li, Y., Ghanem, B. & Zheng, Y., Aug 22 2023, 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Brave the Wind and the Waves: Discovering Robust and Generalizable Graph Lottery Tickets
Wang, K., Liang, Y., Li, X., Li, G., Ghanem, B., Zimmermann, R., zhou, Z., Yi, H., Zhang, Y. & Wang, Y., 2023, (Accepted/In press) In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 46, 5, p. 1-17 17 p., 10356750.Research output: Contribution to journal › Article › peer-review
10 Scopus citations -
Combating Mode Collapse via Offline Manifold Entropy Estimation
Liu, H., Li, B., Wu, H., Liang, H., Huang, Y., Li, Y., Ghanem, B. & Zheng, Y., Jun 26 2023, Proceedings of the AAAI Conference on Artificial Intelligence. Association for the Advancement of Artificial Intelligence (AAAI), p. 8834-8842 9 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
6 Scopus citations -
Computationally Budgeted Continual Learning: What Does Matter?
Prabhu, A., Al Kader Hammoud, H. A., Dokania, P., Torr, P. H. S., Lim, S. N., Ghanem, B. & Bibi, A., 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023. IEEE Computer Society, p. 3698-3707 10 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2023-June).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access18 Scopus citations -
Constrained Clustering: General Pairwise and Cardinality Constraints
Bibi, A., Alqahtani, A. & Ghanem, B., Jan 12 2023, In: IEEE Access. p. 1-1 1 p.Research output: Contribution to journal › Article › peer-review
2 Scopus citations -
Decoupled Mixup for Out-of-Distribution Visual Recognition
Liu, H., Zhang, W., Xie, J., Wu, H., Li, B., Zhang, Z., Li, Y., Huang, Y., Ghanem, B. & Zheng, Y., 2023, Computer Vision – ECCV 2022 Workshops, Proceedings. Karlinsky, L., Michaeli, T. & Nishino, K. (eds.). Springer Science and Business Media Deutschland GmbH, p. 451-464 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13806 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
2 Scopus citations -
DeeperGCN: Training Deeper GCNs with Generalized Aggregation Functions
Li, G., Xiong, C., Qian, G., Thabet, A. K. & Ghanem, B., Aug 21 2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. p. 1-12 12 p.Research output: Contribution to journal › Article › peer-review
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DeeperGCN: Training Deeper GCNs with Generalized Aggregation Functions
Li, G., Xiong, C., Qian, G., Thabet, A. K. & Ghanem, B., Aug 21 2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. p. 1-12 12 p.Research output: Contribution to journal › Article › peer-review
Prizes
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Abdul Hameed Shoman Award for Arab Researchers
Ghanem, B. (Recipient), 2020
Prize: Award or Honor › Excellence Award
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Best Business Plan Award
Ghanem, B. (Recipient), 2016
Prize: Scientific Recognition › Other Achievement
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Best Paper Award in CVPR Workshop on Computer Vision in Sports
Ghanem, B. (Recipient), 2013
Prize: Award or Honor › Presentation Award
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NEOM AI Challenge National prize in the Entertainment category
Ghanem, B. (Recipient), Hamdi, A. (Recipient), Soldan, M. (Recipient), Zarzar Torano, J. A. (Recipient) & Li, G. (Recipient), 2020
Prize: Award or Honor › Early Career or Student Award
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Presidential Award for Academic Excellence from the Lebanese Ministry of Education
Ghanem, B. (Recipient), 2000
Prize: Award or Honor › Early Career or Student Award
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Ranked first in the IEN (Illinois Entrepreneur Network) business plan competition
Ghanem, B. (Recipient), 2009
Prize: Award or Honor › Innovation Award
Press/Media
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KAUST Developing ‘Trustworthiness’ GenAI Tools to Combat Misinformation Online
09/16/24
1 item of Media coverage
Press/Media: Press / Media
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KAUST Launches Pioneering Centers of Excellence to Address Key National and International Priorities
Lai, Z., Gao, X., Ghanem, B., Tester, M., Gallouzi, I. E. & Wulff, B.
09/15/24
4 items of Media coverage
Press/Media: Press / Media
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KAUST Launches Pioneering Centers of Excellence to Address Key National and International Priorities
Lai, Z., Gao, X., Ghanem, B., Tester, M., Gallouzi, I. E. & Wulff, B.
09/15/24
2 items of Media coverage
Press/Media: Press / Media
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KAUST Launches Pioneering Centers of Excellence to Address Key National and International Priorities
Lai, Z., Gao, X., Ghanem, B., Tester, M., Gallouzi, I. E. & Wulff, B.
09/15/24
5 items of Media coverage
Press/Media: Press / Media
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KAUST Center of Excellence for Generative AI
Gao, X., Ghanem, B. & Richtarik, P.
09/12/24
1 item of Media coverage
Press/Media: Press / Media
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The future tech helping to uncover hidden secrets of Saudi Arabia’s past
09/12/24
1 item of Media coverage
Press/Media: Press / Media
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How Saudi Arabia’s KAUST is pushing the envelope on Generative AI possibilities
07/13/24
1 item of Media coverage
Press/Media: Press / Media
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