@article{df1bd17557eb42a8a38b9104d693908a,
title = "Active learning for interactive multimedia retrieval",
abstract = "As the first decade of the 21st century comes to a close, growth in multimedia delivery infrastructure and public demand for applications built on this backbone are converging like never before. The push towards reaching truly interactive multimedia technologies becomes stronger as our media consumption paradigms continue to change. In this paper, we profile a technology leading the way in this revolution: active learning. Active learning is a strategy that helps alleviate challenges inherent in multimedia information retrieval through user interaction. We show how active learning is ideally suited for the multimedia information retrieval problem by giving an overview of the paradigm and component technologies used with special attention given to the application scenarios in which these technologies are useful. Finally, we give insight into the future of this growing field and how it fits into the larger context of multimedia information retrieval.",
keywords = "Active learning, Content-based information retrieval, Human-computer interaction, Image/video search, Interactive pattern recognition, Relevance feedback, User-centered design",
author = "Huang, {Thomas S.} and Dagli, {Charlie K.} and Shyamsundar Rajaram and Chang, {Edward Y.} and Mandel, {Michael I.} and Poliner, {Graham E.} and Ellis, {Daniel P.W.}",
note = "Funding Information: Dr. Huang was awarded the IEEE Third Millennium Medal, in 2000. Also in 2000, he received the Honda Lifetime Achievement Award for Bcontributions to motion analysis.[ In 2001, he received the IEEE Jack S. Kilby Medal. In 2002, he received the King-Sun Fu Prize, International Association of Pattern Recognition, and the Pan Wen-Yuan Outstanding Research Award. In 2005, he received the Okawa Prize. In 2006, he was named by IS&T and SPIE as the Electronic Imaging Scientist of the year. He is a Founding Editor of the International Journal Computer Vision, Graphics, and Image Processing and Editor of the Springer Series in Information Sciences, published by Springer Verlag. He is a member of the National Academy of Engineering, a foreign member of the Chinese Academies of Engineering and Sciences, and a Fellow of the International Association of Pattern Recognition, and the Optical Society of American. He has received a Guggenheim Fellowship, an A.V. Humboldt Foundation Senior U.S. Scientist Award, and a Fellowship from the Japan Association for the Promotion of Science. He received the IEEE Signal Processing Society{\textquoteright}s Technical Achievement Award, in 1987, and the Society Award in 1991.",
year = "2008",
month = apr,
doi = "10.1109/JPROC.2008.916364",
language = "English (US)",
volume = "96",
pages = "648--667",
journal = "Proceedings of the Institute of Radio Engineers",
issn = "0018-9219",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
number = "4",
}