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Fusion in Computer Vision: Understanding Complex Visual Content. Softcover reprint of the original 1st ed. 2014
・ISBN 978-3-319-34774-5 paper EUR 49.99
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| 著者・編者 | Ionescu, Bogdan / Benois-Pineau, Jenny / Piatrik, Tomas / Quenot, Georges (eds.), |
|---|---|
| シリーズ | (Advances in Computer Vision and Pattern Recognition) |
| 出版社 | (Springer International Publishing AG, SZ) |
| 出版年月 | 2016 |
| ページ数 | 272 pp. |
| 言語 | ENG |
| ニュース番号 | <A05-11145> |
解説
This book presents a thorough overview of fusion in computer vision, from an interdisciplinary and multi-application viewpoint, describing successful approaches, evaluated in the context of international benchmarks that model realistic use cases. Features: examines late fusion approaches for concept recognition in images and videos; describes the interpretation of visual content by incorporating models of the human visual system with content understanding methods; investigates the fusion of multi-modal features of different semantic levels, as well as results of semantic concept detections, for example-based event recognition in video; proposes rotation-based ensemble classifiers for high-dimensional data, which encourage both individual accuracy and diversity within the ensemble; reviews application-focused strategies of fusion in video surveillance, biomedical information retrieval, and content detection in movies; discusses the modeling of mechanisms of human interpretation of complex visual content.