George Toderici
George received his Ph.D. in Computer Science from the University of Houston in 2007 where his research focused on 2D-to-3D face recognition.
Currently he works on improving various recommender systems within YouTube using machine learning. His past work at Google included the design of classifiers for finding objects and concepts in video. One of the biggest challenges of this work was formulating the problem in such a way that no human rater input would be necessary in order for the system to learn. This was a crucial constraint, as the goal was have YouTube as input, and a large number of reasonably good classifiers as output. This project was one of the largest scale computer vision tasks at Google. His first projects at Google involved developing algorithms for automated video enhancement, and personalized face enhancement.
Google Publications
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Discriminative Tag Learning on YouTube Videos with Latent Sub-tags
Weilong Yang, George Toderici
Computer Vision and Pattern Recognition, IEEE (2011) (to appear)
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Finding Meaning on YouTube: Tag Recommendation and Category Discovery
George Toderici, Hrishikesh Aradhye, Marius Pasca, Luciano Sbaiz, Jay Yagnik
Computer Vision and Pattern Recognition, IEEE (2010)
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Adaptive, selective, automatic tonal enhancement of faces
Hrishikesh Aradhye, George D. Toderici, Jay Yagnik
ACM Multimedia, ACM, New York, NY, USA (2009), pp. 677-680
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Automatic, Efficient, Temporally-Coherent Video Enhancement for Large Scale Applications
ACM Multimedia, ACM (2009), pp. 609-612
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Video2Text: Learning to Annotate Video Content
Hrishikesh Aradhye, George Toderici, Jay Yagnik
ICDM Workshop on Internet Multimedia Mining (2009)
Previous Publications
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3D-aided 2D Face Recognition
George Toderici, George Passalis, Stefanos Zafireiou, Georgios Tzimiropoulos, Maria Petrou, Theoharis Theoharis, Ioannis A. Kakadiaris
Computer Vision and Pattern Recognition, IEEE (2010)
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Ethnicity- and gender-based subject retrieval using 3-D face-recognition techniques
George Toderici, Sean M. O'Malley, George Passalis, Theoharis Theoharis, Ioannis A. Kakadiaris
International Journal of Computer Vision, vol. 89, Issue 2 (2010), pp. 382-391
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Unified 3D Face and Ear Recognition using Wavelets on Geometry Images
Theoharis Theoharis, Georgios Passalis, George Toderici, Ioannis A. Kakadiaris
Pattern Recognition, vol. 41 Issue 3 (2008), pp. 796-804
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3D face recognition in the presence of facial expressions: an annotated deformable model approach
Ioannis A. Kakadiaris, Georgios Passalis, George Toderici, Najam Murtuza, Nikos Karampatziakis, Theoharis Theoharis
Pattern Analysis and Machine Intelligence, vol. 13, Num. 12 (2007)
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An Automated Method for Human Face Modeling and Relighting with Application to Face Recognition
George Toderici, Georgios Passalis, Theoharis Theoharis, Ioannis A. Kakadiaris
Proceedings of the First International Workshop on Photometric Analysis For Computer Vision (2007)
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General Voxelization Algorithm with Scalable GPU Implementation
Georgios Passalis, Theoharis Theoharis, George Toderici, Ioannis A. Kakadiaris
Journal of Graphics Tools, vol. 12, Num. 1 (2007), pp. 61-71
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3D Face Recognition
Ioannis A. Kakadiaris, Georgios Passalis, George Toderici, Najam Murtuza, Theoharis Theoharis
British Machine Vision Conference (2006)
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Expression-invariant multispectral face recognition: You can smile now!
Ioannis A. Kakadiaris, Georgios Passalis, George Toderici, Yunliang Lu, Nikos Karampatziakis, Najam Murtuza, Theoharis Theoharis
Biometric Technology for Human Identification III, Defense and Security Symposium (2006)
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Multimodal face recognition: combination of geometry with physiological information
Ioannis A. Kakadiaris, Georgios Passalis, Theoharis Theoharis, George Toderici, Ioannis Konstantinidis, Najam Murtuza
Computer Vision and Pattern Recognition Conference (2005)
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Evaluation of variability and significance of fundus camera lens distortion
George Toderici, Adol Esquivel, Helen K. Li, Ioannis A. Kakadiaris
International Conference of the IEEE Engineering in Medicine and Biology (2004)



