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 SDGs
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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Network
Recent external collaboration on country level. Dive into details by clicking on the dots.
Publications
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DeepGCNs: Making GCNs Go as Deep as CNNs
Li, G., Mueller, M., Qian, G., Perez, I. C. D., Abualshour, A., Thabet, A. K. & Ghanem, B., 2021, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. p. 1-1 1 p.Research output: Contribution to journal › Article › peer-review
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SeedQuant: A deep learning-based tool for assessing stimulant and inhibitor activity on root parasitic seeds.
Braguy, J., Ramazanova, M., Giancola, S., Jamil, M., Kountche, B. A., Zarban, R. A. Y., Felemban, A., Wang, J. Y., Lin, P-Y., Haider, I., Zurbriggen, M., Ghanem, B. & Al-Babili, S., Apr 15 2021, In: Plant physiology.Research output: Contribution to journal › Article › peer-review
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Towards Analyzing Semantic Robustness of Deep Neural Networks
Hamdi, A. & Ghanem, B., Jan 10 2021, Computer Vision – ECCV 2020 Workshops. Springer International Publishing, p. 22-38 17 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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A Context-Aware Loss Function for Action Spotting in Soccer Videos
Cioppa, A., Deliège, A., Giancola, S., Ghanem, B., Droogenbroeck, M. V., Gade, R. & Moeslund, T. B., 2020, 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEE, p. 13123-13133 11 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
3 Scopus citations -
Active Speakers in Context
Alcázar, J. L., Caba, F., Mai, L., Perazzi, F., Lee, J-Y., Arbeláez, P. & Ghanem, B., 2020, 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution
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AdvPC: Transferable Adversarial Perturbations on 3D Point Clouds
Hamdi, A., Rojas, S., Thabet, A. K. & Ghanem, B., Oct 6 2020, Computer Vision – ECCV 2020. Springer International Publishing, p. 241-257 17 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control
Bibi, A., Bergou, E. H., Sener, O., Ghanem, B. & Richtarik, P., Apr 3 2020, Proceedings of the AAAI Conference on Artificial Intelligence. Association for the Advancement of Artificial Intelligence (AAAI), p. 3275-3282 8 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Gabor Layers Enhance Network Robustness
Pérez, J. C., Alfarra, M., Jeanneret, G., Bibi, A., Thabet, A. K., Ghanem, B. & Arbeláez, P., Nov 5 2020, Computer Vision – ECCV 2020. Springer International Publishing, p. 450-466 17 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
1 Scopus citations
Prizes and Honors
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Abdul Hameed Shoman Award for Arab Researchers
Ghanem, Bernard (Recipient), 2020
Prize: Award or Honor › Excellence Award
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Best Business Plan Award
Ghanem, Bernard (Recipient), 2016
Prize: Scientific Recognition › Other Achievement
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Best Paper Award in CVPR Workshop on Computer Vision in Sports
Ghanem, Bernard (Recipient), 2013
Prize: Award or Honor › Presentation Award
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NEOM AI Challenge National prize in the Entertainment category
Ghanem, Bernard (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, Bernard (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, Bernard (Recipient), 2009
Prize: Award or Honor › Innovation Award
Research News
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University student creates personal shopper technology
02/15/16
2 items of Media coverage
Press/Media: Press / Media
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UIUC Researchers Developed A Style Search Engine That Acts As Your Personal Shopper
01/25/16
1 item of Media coverage
Press/Media: Press / Media