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 Devlopment 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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Publications
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APES: Audiovisual Person Search in Untrimmed Video
Alcazar, J. L., Heilbron, F. C., Mai, L., Perazzi, F., Lee, J-Y., Arbelaez, P. & Ghanem, B., Jun 2021, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution
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BAOD: Budget-Aware Object Detection
Pardo, A., Xu, M., Thabet, A. K., Arbeláez, P. & Ghanem, B., 2021, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Camera Calibration and Player Localization in SoccerNet-v2 and Investigation of their Representations for Action Spotting
Cioppa, A., Deliège, A., Magera, F., Giancola, S., Barnich, O., Ghanem, B. & Droogenbroeck, M. V., 2021, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Customized Summarizations of Visual Data Collections
Yuan, M., Ghanem, B., Yan, D., Wu, B., Zhang, X. & Wonka, P., Jul 12 2021, In: Computer Graphics Forum.Research output: Contribution to journal › Article › peer-review
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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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MAIN: Multi-Attention Instance Network for video segmentation
León Alcázar, J., Bravo, M. A., Jeanneret, G., Thabet, A. K., Brox, T., Arbeláez, P. & Ghanem, B., Jun 24 2021, In: Computer Vision and Image Understanding. p. 103240Research output: Contribution to journal › Article › peer-review
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RefineLoc: Iterative Refinement for Weakly-Supervised Action Localization
Pardo, A., Alwassel, H., Heilbron, F. C., Thabet, A. K. & Ghanem, B., 2021, 2021 IEEE Winter Conference on Applications of Computer Vision (WACV). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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
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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Saudi Arabia : Schmidhuber named Director of KAUST AI Initiative
Bernard Ghanem & Wolfgang Heidrich
09/15/21
1 item of Media coverage
Press/Media: Press / Media
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Schmidhuber named Director of KAUST AI Initiative
Bernard Ghanem & Wolfgang Heidrich
09/8/21
1 item of Media coverage
Press/Media: Press / Media
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Jürgen Schmidhuber Appointed as Director of AI Initiative at KAUST
Bernard Ghanem & Wolfgang Heidrich
09/2/21
1 item of Media coverage
Press/Media: Press / Media
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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