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
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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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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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
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Learning a controller fusion network by online trajectory filtering for vision-based UAV racing
Muller, M., Li, G., Casser, V., Smith, N., Michels, D. L. & Ghanem, B., Apr 10 2020, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). IEEE, p. 573-581 9 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
3 Scopus citations -
Leveraging Shape Completion for 3D Siamese Tracking
Giancola, S., Zarzar, J. & Ghanem, B., Jan 10 2020, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEE, p. 1359-1368 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
8 Scopus citations -
MAP Inference Via $\ell _2$-Sphere Linear Program Reformulation
Wu, B., Shen, L., Zhang, T. & Ghanem, B., Mar 4 2020, In: International Journal of Computer Vision.Research output: Contribution to journal › Article › peer-review
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