Fusion in Computer Vision: Understanding Complex Visual Content (Advances in Computer Vision and Pattern Recognition)
暫譯: 計算機視覺中的融合:理解複雜的視覺內容(計算機視覺與模式識別進展)
- 出版商: Springer
- 出版日期: 2014-04-10
- 售價: $2,420
- 貴賓價: 9.5 折 $2,299
- 語言: 英文
- 頁數: 272
- 裝訂: Hardcover
- ISBN: 3319056956
- ISBN-13: 9783319056951
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相關分類:
Computer Vision
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商品描述
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.
商品描述(中文翻譯)
本書從跨學科和多應用的角度,全面概述了計算機視覺中的融合技術,描述了在模擬現實使用案例的國際基準下評估的成功方法。特點包括:檢視圖像和視頻中概念識別的後期融合方法;通過結合人類視覺系統模型與內容理解方法,描述視覺內容的解釋;研究不同語義層次的多模態特徵融合,以及基於示例的事件識別中語義概念檢測的結果;提出基於旋轉的集成分類器,用於高維數據,這些分類器促進了集成內部的個體準確性和多樣性;回顧在視頻監控、生物醫學信息檢索和電影內容檢測中的應用導向融合策略;討論人類對複雜視覺內容的解釋機制建模。