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Machine Learning and Statistical Modeling Approaches to Image Retrieval: The Information Retrieval Series, cartea 14

Autor Yixin Chen, Jia Li, James Z. Wang
en Limba Engleză Paperback – 6 mai 2013
In the early 1990s, the establishment of the Internet brought forth a revolutionary viewpoint of information storage, distribution, and processing: the World Wide Web is becoming an enormous and expanding distributed digital library. Along with the development of the Web, image indexing and retrieval have grown into research areas sharing a vision of intelligent agents. Far beyond Web searching, image indexing and retrieval can potentially be applied to many other areas, including biomedicine, space science, biometric identification, digital libraries, the military, education, commerce, culture and entertainment.
Machine Learning and Statistical Modeling Approaches to Image Retrieval describes several approaches of integrating machine learning and statistical modeling into an image retrieval and indexing system that demonstrates promising results. The topics of this book reflect authors' experiences of machine learning and statistical modeling based image indexing and retrieval. This book contains detailed references for further reading and research in this field as well.
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Specificații

ISBN-13: 9781475779301
ISBN-10: 1475779305
Pagini: 204
Ilustrații: XVII, 182 p.
Dimensiuni: 155 x 235 x 11 mm
Greutate: 0.29 kg
Ediția:Softcover reprint of the original 1st ed. 2004
Editura: Springer Us
Colecția Springer
Seria The Information Retrieval Series

Locul publicării:New York, NY, United States

Public țintă

Research

Cuprins

Image Retrieval and Linguistic Indexing.- Machine Learning and Statistical Modeling.- A Robust Region-Based Similarity Measure.- Cluster-Based Retrieval by Unsupervised Learning.- Categorization by Learning and Reasoning with Regions.- Automatic Linguistic Indexing of Pictures.- Modeling Ancient Paintings.- Conclusions and Future Work.