Pietro Perona (born 3 September 1961) is an Italian-American educator and computer scientist. He is the Allan E. Puckett Professor of Electrical Engineering and Computation and Neural Systems at the California Institute of Technology and director of the National Science Foundation Engineering Research Center in Neuromorphic Systems Engineering. He is known for his research in computer vision and is the director of the Caltech Computational Vision Group.[2]
Pietro Perona | |
---|---|
Born | [1] | 3 September 1961
Nationality | Italian, American |
Alma mater | University of Padua University of California, Berkeley (1990, PhD) |
Known for | Computer vision Machine learning Cognitive neuroscience |
Awards | Longuet-Higgins Prize (2013), Koenderink Prize (2010) |
Scientific career | |
Fields | Computer Science |
Institutions | California Institute of Technology |
Doctoral advisor | Jitendra Malik |
Doctoral students | Fei-Fei Li Rob Fergus Stefano Soatto Domitilla Del Vecchio |
Website | www |
Academic biography
editPerona obtained his D.Eng. in electrical engineering cum laude from the University of Padua in 1985 and completed his Ph.D. at the University of California, Berkeley in 1990.[1][3] His dissertation was titled Finding Texture and Brightness Boundaries in Images, and his adviser was Jitendra Malik.[4] In 1990, Perona was a postdoctoral fellow at the International Computer Science Institute at Berkeley. From 1990 to 1991, he was a postdoctoral fellow at the Massachusetts Institute of Technology in the Laboratory for Information and Decision Systems.[5] He has been on the faculty of the California Institute of Technology since 1991, and he was named Allan E. Puckett Professor in 2008.[3]
Research
editPerona’s research focuses on the computational aspects of vision and learning. He developed the anisotropic diffusion equation, a partial differential equation that reduces noise in images while enhancing region boundaries. He is currently interested in visual recognition and in visual analysis of behavior. [6] [7] [8] Perona and Serge Belongie lead the Visipedia project, which facilitates research on visual knowledge representation, visual search, and human-in-the-loop machine learning systems. [9] [10]
Perona pioneered the study of visual categorization (including the publication of the Caltech 101 dataset) for which he was awarded the Longuet-Higgins Prize in 2013.[11] He is also the recipient of the 2010 Koenderink Prize for Fundamental Contributions in Computer Vision,[12] the 2003 Conference on Computer Vision and Pattern Recognition best paper award,[13] and a 1996 NSF Presidential Young Investigator Award.
Media coverage
editPerona has been quoted or had his research featured in various national media outlets, including the New York Times,[6][14][15] Science Friday,[16] The New Yorker,[17] and the Los Angeles Times.[18] In 2003, Perona and Stephen Nowlin organized the NEURO art exhibition, which brought together contemporary artists and scientists to explore neuromorphic engineering. [19]
References
edit- ^ a b Perona, Pietro; Malik, Jitendra (1990). "Scale-space and edge detection using anisotropic diffusion" (PDF). IEEE Transactions on Pattern Analysis and Machine Intelligence. 12 (7): 629–639. doi:10.1109/34.56205. S2CID 14502908.
- ^ "Computational Vision: [Home]". vision.caltech.edu.
- ^ a b Pietro Perona at the Caltech directory
- ^ Pietro Perona at the Mathematics Genealogy Project
- ^ Pietro Perona at the Simons Foundation
- ^ a b Gorman, James (3 February 2014). "To Study Aggression, a Fight Club for Flies". The New York Times.
- ^ Buchen, Lizzie (2 December 2009). "Behaviour: Flies on film". Nature. 462 (7273): 562–564. doi:10.1038/462562a. ISSN 0028-0836. PMID 19956235.
- ^ Reiser, Michael (June 2009). "The ethomics era?". Nature Methods. 6 (6): 413–414. doi:10.1038/nmeth0609-413. ISSN 1548-7105. PMID 19478800. S2CID 5151763.
- ^ "Visipedia".
- ^ Belongie, Serge; Perona, Pietro (2016). "Visipedia circa 2015". Pattern Recognition Letters. 72: 15–24. Bibcode:2016PaReL..72...15B. doi:10.1016/j.patrec.2015.11.023.
- ^ "Longuet-Higgins Prize". IEEE Computer Society. Archived from the original on 2018-03-16. Retrieved 2017-07-15.
- ^ "ECCV 2010, 11th European Conference on Computer Vision - Awards". projects.ics.forth.gr.
- ^ "CVPR Best Paper Award". IEEE Computer Society. Archived from the original on 2 January 2014.
- ^ Hart, Hugh (2007-03-04). "Mojo - Interactive Sculpture - Christian Moeller". The New York Times.
- ^ Ricadela, Aaron (2005-03-10). "New System Enhances Images in Crime Investigation". The New York Times.
- ^ Tu, Chau (9 January 2017). "An Algorithm to Identify Every Tree". Science Friday.
- ^ Twilley, Nicola (22 August 2014). "Out of Many, One: The Science of Composite Photography". The New Yorker.
- ^ Smith, Doug (27 July 2016). "L.A. Wants Caltech and Google to count the city's trees". The Los Angeles Times.
- ^ Muchnic, Suzanne (16 February 2006). "Avant science". The Los Angeles Times.
External links
edit- Pietro Perona professional home page Archived 2019-07-31 at the Wayback Machine