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The web is not perfect: while text is easily searched and organized, pictures (the vast majority of the bits that one can ﬁnd on-line) are not. In order to see how one could improve the web and make pictures ﬁrst-class citizens of the web, I explore the idea of Visipedia, a visual interface for Wikipedia that is able to answer visual queries and enables experts to contribute and organize visual knowledge. Four distinct groups of humans would interact through Visipedia: users, experts, visual workers and machine vision scientists. The latter would gradually build automata able to interpret images. I will explore some of the technical challenges involved in making Visipedia happen and present our initial results in crowdsourcing visual annotation, building automated field guides and combining machines and humans for discovering, harvesting and organizing visual information. See Visipedia Project.
Joint work with S. Belongie, S. Branson, R. Gomes, K. Wah, P. Welinder.
Pietro Perona is Allen E. Puckett Professor of Electrical Engineering and of Computation and Neural Systems at the California Institute of Technology. His interests are in computational vision and in modeling biological vision.