Publications

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Z
zaki, A., M. A. Salama, H. Hefny, and A. E. Hassanien, "Rough sets-based rules generation approach: A hepatitis c virus data sets", International Conference on Advanced Machine Learning Technologies and Applications: Springer Berlin Heidelberg, pp. 52–59, 2012. Abstract
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zaki, A., M. A. Salama, H. Hefny, and A. E. Hassanien, "Rough sets-based rules generation approach: A hepatitis c virus data sets", International Conference on Advanced Machine Learning Technologies and Applications: Springer Berlin Heidelberg, pp. 52–59, 2012. Abstract
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Zawbaa, H. M., N. El-Bendary, A. E. Hassanien, and T. - H. Kim, "Machine learning-based soccer video summarization system", Multimedia, Computer Graphics and Broadcasting: Springer Berlin Heidelberg, pp. 19–28, 2011. Abstract
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Zawbaa, H. M., N. El-Bendary, A. E. Hassanien, and T. - H. Kim, "Machine learning-based soccer video summarization system", Multimedia, Computer Graphics and Broadcasting: Springer Berlin Heidelberg, pp. 19–28, 2011. Abstract
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Zawbaa, H. M., A. E. H. , and W. Y., E. Emary, "Hybrid flower pollination algorithm with rough sets for feature selection", IEEE iInternational Computer Engineering Conference - ICENCO , Cairo, 30 Dec, 2015.
Zawbaa, H. M., and A. E. Hassanien, Automatic Soccer Video Summarization, : Cairo Unversity, 2012. Abstract
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Zawbaa, H. M., M. Abbass, M. Hazman, and A. E. Hassenian, "Automatic Fruit Image Recognition System based on Shape and Color Features ", The 2nd International Conference on Advanced Machine Learning Technologies and Applications , Egypt, November 17-19, , 2014.
Zawbaa, H. M., N. El-Bendary, A. E. Hassanien, and V. Snasel, "Semi-automatic annotation system for home videos", Intelligent Systems Design and Applications (ISDA), 2010 10th International Conference on: IEEE, pp. 1275–1280, 2010. Abstract
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Zawbaa, H. M., Eid Emary, A. E. Hassanien, and M. F. Tolba, "Hajj human event classification system using machine learning techniques", Hybrid Intelligent Systems (HIS), 2013 13th International Conference on: IEEE, pp. 191–196, 2013. Abstract
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Zawbaa, H. M., N. El-Bendary, A. E. Hassanien, and A. Abraham, "SVM-based soccer video summarization system", Nature and Biologically Inspired Computing (NaBIC), 2011 Third World Congress on: IEEE, pp. 7–11, 2011. Abstract
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Zawbaa, H. M., N. El-Bendary, A. E. Hassanien, and A. Abraham, "SVM-based soccer video summarization system", Nature and Biologically Inspired Computing (NaBIC), 2011 Third World Congress on: IEEE, pp. 7–11, 2011. Abstract
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Zawbaa, H. M., N. El-Bendary, A. E. Hassanien, G. Schaefer, and S. - S. Yeo, "Support Vector Machine based Logo Detection in Broadcast Soccer Videos", The 16th Online World Conference on Soft Computing in Industrial Applications (WSC16) Advances in Intelligent and Soft Computing, , 5-6 Dec, 2011. Abstract

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Zawbaa, H. M., E. Emary, A. E. Hassanien, and B. PARV, "A wrapper approach for feature selection based on swarm optimization algorithm inspired from the behavior of social-spiders", Soft Computing and Pattern Recognition (SoCPaR), 2015 7th International Conference of: IEEE, pp. 25–30, 2015. Abstract
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Zawbaa, H. M., M. Hazman, M. Abbass, and A. E. Hassanien, "Automatic fruit classification using random forest algorithm", Hybrid Intelligent Systems (HIS), 2014 14th International Conference on: IEEE, pp. 164–168, 2014. Abstract
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Zawbaa, H. M., N. El-Bendary, A. E. Hassanien, and T. - H. Kim, "Event detection based approach for soccer video summarization using machine learning", Int J Multimed Ubiquitous Eng, vol. 7, no. 2, pp. 63–80, 2012. Abstract
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Zawbaa, H. M., N. El-Bendary, A. E. Hassanien, and T. - H. Kim, "Event detection based approach for soccer video summarization using machine learning", Int J Multimed Ubiquitous Eng, vol. 7, no. 2, pp. 63–80, 2012. Abstract
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Zawbaa, H. M., A. E. Hassanien, E. Emary, Waleed Yamany, and B. PARV, "Hybrid flower pollination algorithm with rough sets for feature selection", Computer Engineering Conference (ICENCO), 2015 11th International: IEEE, pp. 278–283, 2015. Abstract
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Zawbaa, H. M., and A. E. Hassanien, Automatic Soccer Video Summarization, , Cairo, Cairo Unversity, 2012. Abstract

This thesis presents an automatic soccer video summarization system using machine learning (ML) techniques. The proposed system is composed of ve phases. Namely; in the pre-processing phase, the system segments the whole video stream into small video shots. Then, in the shot processing
phase, it applies two types of classi cation (shot type classi cation and play / break classification) to the video shots resulted from the pre-processing phase. Afterwards, in the replay detection phase, the proposed system applies two machine learning algorithms, namely; support vector machine (SVM) and arti cial neural network (ANN), for emphasizing important segments with championship logo appearance. Also, in the excitement event detection phase, the proposed system uses both machine learning algorithms for detecting the scoreboard which contain an information about the score of the game. The proposed system also uses k-means algorithm and Hough line transform for detecting vertical goal posts and Gabor lter for detecting goal net. Finally, in the event detection and summarization phase, the proposed system highlights the most important events during the match. Experiments on real soccer videos demonstrate encouraging results. The event detection and summarization has attained recall 94% and precision 97.3% for soccer match videos from ve international soccer championships.

Zhang, S., F. Hu, S. - L. Jui, A. E. Hassanien, and K. Xiao, "Unsupervised Brain MRI Tumor Segmentation with Deformation-Based Feature", The 1st International Conference on Advanced Intelligent System and Informatics (AISI2015), November 28-30, 2015, Beni Suef, Egypt: Springer International Publishing, pp. 173–181, 2016. Abstract
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Zhang, S., F. Hu, S. - L. Jui, A. E. Hassanien, and K. Xiao, "Unsupervised Brain MRI Tumor Segmentation with Deformation-Based Feature", the 1st International Conference on Advanced Intelligent Systems and Informatics (AISI’15) Springer, Beni Suef University, Beni Suef, Eg, Nov. 28-30, 2015.
Zhou, X., K. Xiao, Alei Liang, Haibing Guan, and A. E. Hassanien, Energy-based Particle Swarm Optimization: Towards Energy Homeostasis in Social Autonomous Robots, , 2011. Abstract
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Zhou, X., K. Xiao, Alei Liang, Haibing Guan, and A. E. Hassanien, Energy-based Particle Swarm Optimization: Towards Energy Homeostasis in Social Autonomous Robots, , 2011. Abstract
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Zhu, Z., Z. Wang, T. Li, X. Wang, H. Liu, A. E. Hassanien, and W. Yang, "Multi-knowledge extraction algorithm using Group Search Optimization for brain dataset analysis", Computing for Sustainable Global Development (INDIACom), 2015 2nd International Conference on: IEEE, pp. 1891–1896, 2015. Abstract
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Zhu, Z., Z. Wang;, T. Li;, X. Wang, H. Liu, and A. E. Hassanien, "Multi-knowledge extraction algorithm using Group Search Optimization for brain dataset analysis", 2nd International Conference on Computing for Sustainable Global Development (INDIACom) 11-13 March, pp. 1891 – 1896, , India, 11 March, 2015.