Venu Govindaraju
Venu Govindaraju | |
---|---|
Vice President for Research and Economic Development University at Buffalo | |
Personal details | |
Born |
Vijayawada, India | June 17, 1964
Citizenship | USA (Naturalized: 2000) |
Alma mater |
Indian Institute of Technology, Kharagpur University at Buffalo, The State University of New York |
Scientific career | |
Fields |
Computer Science and Engineering Pattern Recognition Machine Learning |
Institutions | University at Buffalo |
Doctoral students | 33 (Graduation year in parentheses) Y. Zhou, A. Shivram, C. Ramaiah, G. Kumar (2015); U. Porwal (2014); M. Malgireddy (2013); X. Cheng, S. Wshah (2012); R. Rodriguez, D. You (2011); X. Peng, A. Bhardwaj, A. O. Thomas (2010); J. Li, I. Nwogu (2009); Z. Zhang, H. Cao, F. Farooq, P. Mansukhani, R. Yampolisky, A. Rusu (2008); C. Wu, S. Kompalli, R. Milewski (2007); S. Tulyakov (2006); T. Jea, H. Lei (2005); A. Teredesai (2003); H. Xue (2002); I. Krassimir (2000); J. Park* (2000); S. Madhvanath* (1997); G. Kim* (1996) (*=co-advised) |
Known for | Handwriting Recognition, Biometrics |
Notable awards | Fellow National Academy of Inventors (2015), IAPR/ICDAR Outstanding Achievements Award (2015), Fellow ACM, Fellow IEEE, Fellow AAAS, Fellow IAPR, Fellow SPIE, IIT Distinguished Alumnus Awardee (2014), IEEE Technical Achievement Award (2010), MIT Global Indus Technovator Award (2004), ICDAR Young Investigator Award (2001). |
Venu Govindaraju is a Indian-American computer scientist and educator whose primary contributions have been to the fields of machine learning and pattern recognition as applied to the domains of Document Image Analysis and Biometrics. He is the Vice President for Research and Economic Development [1][2] and a SUNY Distinguished Professor[3] of Computer Science and Engineering, School of Engineering and Applied Sciences at the University at Buffalo, The State University of New York, Buffalo, NY, USA.
Education
Govindaraju received his undergraduate degree with honors (BTech) in Computer Science from the Indian Institute of Technology (IIT) Kharagpur, India in 1986 and his Master's and PhD[4] degrees in Computer Science in 1988 and 1992 from the University at Buffalo, The State University of New York, Buffalo, NY, USA.
Awards
Govindaraju is a Fellow of the Association for Computing Machinery,[5] the IEEE (Institute of Electrical and Electronics Engineers),[6] the AAAS (American Association for the Advancement of Science),[7] the IAPR (International Association for Pattern Recognition),[8] and the SPIE (International Society for Optics and Photonics).[9]
He is the recipient of the 2001 International Conference on Document Analysis and Recognition Young Investigator award,[10] the 2004 MIT Global Indus Technovator Award,[11] the 2010 IEEE Technical Achievement Award,[12] the Indian Institutes of Technology (IIT) Distinguished Alumnus Award (2014), and the 2015 IAPR/ICDAR Outstanding Achievements Award.[13] He was named a Fellow of the National Academy of Inventors in 2015.[14]
Research career
Govindaraju is the Associate Director of the Center of Excellence for Document Analysis and Recognition (CEDAR) since 1995 and the founding director of the Center for Unified Biometrics and Sensors (CUBS) since its inception in 2003.
Edited Books:
- Handbook of Statistics: Big Data, V. Govindaraju, Vijayraghavan, and CR Rao (eds.), Elsevier 2015 (in print).
- Handbook of Statistics: Machine Learning Theory and Applications, C. R. Rao & V. Govindaraju (eds.), Elsevier 2013.
- Multibiometrics for Human Identification, B. Bhanu & V. Govindaraju (eds.), Cambridge University Press 2011.
- Indic OCR- Document Recognition & Retrieval, V. Govindaraju & S. Setlur (eds.), Springer 2009.
- Biometrics: Sensors, Systems, and Algorithms, N. Ratha & V. Govindaraju (eds.), Springer 2007.
Patents Awarded:
- US 5,515,455: "System for recognizing handwritten words of cursive script", V. Govindaraju; D. Wang; and S. Srihari, 1996.[15]
- US 7,580,551. "Method and apparatus for analyzing and/or comparing handwritten and/or biometric samples", S. Srihari; V. Govindaraju; et. al. 2009.[16]
- US 7,689,006: "Biometric convolution using multiple biometrics", V. Govindaraju; V. Chavan; and S. Chikkerur, 2010.[17]
- US 8,005,277: "Secure fingerprint matching by hashing localized information", S. Tulyakov; F. Farooq; S. Chikkerur; and V. Govindaraju, 2011.[18]
Professional Service
Govindaraju has served on the editorial board of 10 journals including 3 IEEE transactions (IEEE-T-PAMI IEEE-T-SMC, IEEE-T-IFS) and IEEE Access. He has served as the editor-in-chief of the IEEE Biometrics Council Compendium[19] and has been the General (Co)Chair at 12 conferences/workshops including International Conference on Document Analysis and Recognition (ICDAR), Program (Co) Chair in 14 conferences/workshops including Biometrics: Theory, Algorithms and Systems (BTAS). Govindaraju was an invited speaker at the NRC Intelligence Committee Workshop on Science & Tech Investments where he presented on the topic of “Accelerated Discovery in the Era of Scientific Information Overload”. He has been on the advisory board of the Buffalo Niagara Enterprise, EngageClick Inc., Copanion Inc., and the International Graphonomics Society. He has served as President of the IEEE Biometrics Council (2015–2017).[20]
Selected papers
- V. Govindaraju, "Locating human faces in photographs", The International Journal of Computer Vision, Kluwer Academic Publishers, 19(2): 129-146 (1996)[21]
- G. Kim, V. Govindaraju, “A lexicon driven approach to handwritten word recognition for real-time applications”, IEEE Transactions Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 19(4): 366-379 (1997)[22]
- S. Madhvanath, E. Kleinberg*, and V. Govindaraju, “Holistic verification of handwritten phrases", IEEE Transactions Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 21(12): 1344-1356 (1999)[23]
- V. Govindaraju, K.G. Ianakiev, “Potential improvement of classifier accuracy by using fuzzy measures”, IEEE Transactions Fuzzy Systems, IEEE Computational Intelligence Society Press, 8(6): 679-690 (2000)[24]
- S. Madhvanath, V. Govindaraju, “The role of holistic paradigms in handwritten word recognition”, IEEE Transactions Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 23(2): 149-164 (2001)[25]
- H. Xue, V. Govindaraju, “On the dependence of handwritten word recognizers on lexicons”, IEEE Transactions Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 24(12): 1553-1564 (2002)[26]
- V. Govindaraju, P. Slavik*, and H. Xue, “Lexicon density as a measure for performance evaluation of handwritten recognizers”, IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 24(6): 789-800 (2002)[27]
- H. Lei and V. Govindaraju, "A Comparative Study on the Consistency of Features in On-line Signature Verification", Pattern Recognition Letters, Elsevier Science, 26(15): 2483-2489 (2005)[28]
- H. Xue, V. Govindaraju, “Hidden Markov models combining discrete symbols and continuous attributes in handwriting recognition”, IEEE Transactions Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 28(3): 458-462 (2006)[29]
- S. Chikkerur, A. Cartwright, and V. Govindaraju, "Fingerprint Image Enhancement Using STFT Analysis", The Journal of Pattern Recognition, Elsevier Publishers, 40(1):198-211 (2007)[30]
- S. Tulyakov, V. Govindaraju, "Use of identification trial statistics for the combination of biometric matchers"], IEEE Transactions on Information Forensics and Security, IEEE Signal Processing Society Press, 3(4): 719-733 (2008)[31]
- H. Cao, A. Bhardwaj, V. Govindaraju, “A probabilistic method for keyword retrieval in handwritten document images”, Pattern Recognition Journal, Elsevier Press, 42(12): 3374-3382 (2009)[32]
- S. Kompalli, S. Setlur, and V. Govindaraju, “Devanagari OCR using a recognition driven segmentation framework and stochastic language models”, International Journal of Document Analysis and Recognition, Springer Press, 11(2): 203-218 (2009)[33]
- H. Cao, V. Govindaraju, “Preprocessing of low quality handwritten documents using Markov random fields”, IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 31(7): 1184-1194 (2009)[34]
- S. Tulyakov, C. Wu, and V. Govindaraju, “On the difference between optimal combination functions for verification and identification systems”, International Journal Pattern Recognition and Artificial Intelligence, World Scientific Press, 24(2): 173-191 (2010)[35]
- Y. Zhou, I. Nwogu, and V. Govindaraju, “Labeling Spain with Stanford”, IEEE Transactions on Image Processing, IEEE Signal Processing Society Press, 22(12): 5362-5371 (2013)[36]
- M. Malgireddy, I. Nwogu, and V. Govindaraju, “Language motivated approach to action recognition”, Journal of Machine Learning Research, MIT Press, 14:2189−2212 (2013)[37]
- All co-authors except those marked with an * are Govindaraju's former doctoral students.
External links
References
- ↑ Office of the Vice President of Research and Economic Development
- ↑ Govindaraju named VP for research and economic development
- ↑ University at Buffalo: Govindaraju named SUNY Distinguished Professor By Ellen Goldbaum
- ↑ Govindaraju PhD Tree from the Mathematics Genealogy Project
- ↑ ACM Fellow
- ↑ IEEE Fellow
- ↑ AAAS Fellow
- ↑ IAPR Fellow
- ↑ SPIE Fellow
- ↑ ICDAR Young Investigator Award
- ↑ MIT Globus Indus Technovator
- ↑ IEEE Technical Achievement Award
- ↑ IAPR/ICDAR Outstanding Achievements Award
- ↑ National Academy of Inventors
- ↑ US 5,515,455: “System for recognizing handwritten words of cursive script”
- ↑ US 7,580,551: "Method and apparatus for analyzing and/or comparing handwritten and/or biometric samples"
- ↑ US 7,689,006: "Biometric convolution using multiple biometrics"
- ↑ US 8,005,277: "Secure fingerprint matching by hashing localized information"
- ↑ IEEE Biometrics Council Compendium
- ↑ IEEE Biometrics Council President
- ↑ V. Govindaraju, "Locating human faces in photographs", The International Journal of Computer Vision, Kluwer Academic Publishers, 19(2): 129-146 (1996)
- ↑ G. Kim, V. Govindaraju, “A lexicon driven approach to handwritten word recognition for real-time applications”, IEEE Transactions Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 19(4): 366-379 (1997)
- ↑ S. Madhvanath, E. Kleinberg*, and V. Govindaraju, “Holistic verification of handwritten phrases", IEEE Transactions Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 21(12): 1344-1356 (1999)
- ↑ V. Govindaraju, K.G. Ianakiev, “Potential improvement of classifier accuracy by using fuzzy measures”, IEEE Transactions Fuzzy Systems, IEEE Computational Intelligence Society Press, 8(6): 679-690 (2000)
- ↑ S. Madhvanath, V. Govindaraju, “The role of holistic paradigms in handwritten word recognition”, IEEE Transactions Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 23(2): 149-164 (2001)
- ↑ H. Xue, V. Govindaraju, “On the dependence of handwritten word recognizers on lexicons”, IEEE Transactions Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 24(12): 1553-1564 (2002)
- ↑ V. Govindaraju, P. Slavik*, and H. Xue, “Lexicon density as a measure for performance evaluation of handwritten recognizers”, IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 24(6): 789-800 (2002)
- ↑ H. Lei and V. Govindaraju, "A Comparative Study on the Consistency of Features in On-line Signature Verification", Pattern Recognition Letters, Elsevier Science, 26(15): 2483-2489 (2005)
- ↑ H. Xue, V. Govindaraju, “Hidden Markov models combining discrete symbols and continuous attributes in handwriting recognition”, IEEE Transactions Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 28(3): 458-462 (2006)
- ↑ S. Chikkerur, A. Cartwright, and V. Govindaraju, "Fingerprint Image Enhancement Using STFT Analysis", The Journal of Pattern Recognition, Elsevier Publishers, 40(1):198-211 (2007)
- ↑ S. Tulyakov, V. Govindaraju, "Use of identification trial statistics for the combination of biometric matchers", IEEE Transactions on Information Forensics and Security, IEEE Signal Processing Society Press, 3(4): 719-733 (2008)]
- ↑ H. Cao, A. Bhardwaj, V. Govindaraju, “A probabilistic method for keyword retrieval in handwritten document images”, Pattern Recognition Journal, Elsevier Press, 42(12): 3374-3382 (2009)
- ↑ S. Kompalli, S. Setlur, and V. Govindaraju, “Devanagari OCR using a recognition driven segmentation framework and stochastic language models”, International Journal of Document Analysis and Recognition, Springer Press, 11(2): 203-218 (2009)]
- ↑ H. Cao, V. Govindaraju, “Preprocessing of low quality handwritten documents using Markov random fields”, IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Computer Society Press, 31(7): 1184-1194 (2009)
- ↑ S. Tulyakov, C. Wu, and V. Govindaraju, “On the difference between optimal combination functions for verification and identification systems”, International Journal Pattern Recognition and Artificial Intelligence, World Scientific Press, 24(2): 173-191 (2010)
- ↑ Y. Zhou, I. Nwogu, and V. Govindaraju, “Labeling Spain with Stanford”, IEEE Transactions on Image Processing, IEEE Signal Processing Society Press, 22(12): 5362-5371 (2013)
- ↑ M. Malgireddy, I. Nwogu, and V. Govindaraju, “Language motivated approach to action recognition”, Journal of Machine Learning Research, MIT Press, 14:2189−2212 (2013)