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Record Nr. |
UNINA9910816417503321 |
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Autore |
Chen Yixin <1972-> |
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Titolo |
Machine Learning and Statistical Modeling Approaches to Image Retrieval [[electronic resource] /] / by Yixin Chen, Jia Li, James Z. Wang |
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Pubbl/distr/stampa |
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New York, NY : , : Springer US : , : Imprint : Springer, , 2004 |
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Edizione |
[1st ed. 2004.] |
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Descrizione fisica |
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1 online resource (XVII, 182 p.) |
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Collana |
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The Information Retrieval Series, , 2730-6836 ; ; 14 |
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Altri autori (Persone) |
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LiJia <1974-> |
WangJames Z. <1972-> |
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Disciplina |
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Soggetti |
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Lasers |
Multimedia systems |
Artificial intelligence |
Electronic data processing - Management |
Statistics |
Computer vision |
Laser |
Multimedia Information Systems |
Artificial Intelligence |
IT Operations |
Computer Vision |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di bibliografia |
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Includes bibliographical references and index. |
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Nota di contenuto |
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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. |
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Sommario/riassunto |
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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 |
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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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