Multimedia Information Retrieval (Paperback)
Stefan Rueger
- 出版商: Morgan & Claypool
- 出版日期: 2010-01-14
- 售價: $1,410
- 貴賓價: 9.5 折 $1,340
- 語言: 英文
- 頁數: 172
- 裝訂: Paperback
- ISBN: 160845097X
- ISBN-13: 9781608450978
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相關主題
商品描述
At its very core multimedia information retrieval means the process of searching for and finding multimedia documents; the corresponding research field is concerned with building the best possible multimedia search engines. The intriguing bit here is that the query itself can be a multimedia excerpt: For example, when you walk around in an unknown place and stumble across an interesting landmark, would it not be great if you could just take a picture with your mobile phone and send it to a service that finds a similar picture in a database and tells you more about the building -- and about its significance, for that matter? This book goes further by examining the full matrix of a variety of query modes versus document types. How do you retrieve a music piece by humming? What if you want to find news video clips on forest fires using a still image? The text discusses underlying techniques and common approaches to facilitate multimedia search engines from metadata driven retrieval, via piggy-back text retrieval where automated processes create text surrogates for multimedia, automated image annotation and content-based retrieval. The latter is studied in great depth looking at features and distances, and how to effectively combine them for efficient retrieval, to a point where the readers have the ingredients and recipe in their hands for building their own multimedia search engines. Supporting users in their resource discovery mission when hunting for multimedia material is not a technological indexing problem alone. We look at interactive ways of engaging with repositories through browsing and relevance feedback, roping in geographical context, and providing visual summaries for videos. The book concludes with an overview of state-of-the-art research projects in the area of multimedia information retrieval, which gives an indication of the research and development trends and, thereby, a glimpse of the future world.
商品描述(中文翻譯)
多媒體資訊檢索的核心意義在於搜尋和找到多媒體文件的過程;相應的研究領域致力於建立最佳的多媒體搜索引擎。有趣的是,查詢本身可以是多媒體片段:例如,當你在一個陌生的地方四處走動,偶然發現一個有趣的地標,如果你能用手機拍照並將其發送到一個服務中,該服務可以在數據庫中找到一張相似的圖片並告訴你更多關於這座建築的信息,那不是很棒嗎?本書進一步研究了各種查詢模式與文件類型之間的完整矩陣。你如何通過哼唱來檢索一首音樂?如果你想使用一張靜止圖像找到有關森林火災的新聞視頻剪輯呢?本文討論了底層技術和常見方法,以促進從基於元數據的檢索到自動化過程為多媒體創建文本替代品的文本檢索,自動圖像標註和基於內容的檢索。後者深入研究了特徵和距離,以及如何有效地結合它們以實現高效的檢索,讓讀者們手握建立自己的多媒體搜索引擎的材料和配方。在尋找多媒體資料時,支援用戶的資源發現任務不僅僅是一個技術索引問題。我們探討了通過瀏覽和相關反饋與存儲庫互動的方式,涉及地理上下文,並為視頻提供視覺摘要。本書最後概述了多媒體資訊檢索領域的最新研究項目,這些項目提供了研究和開發趨勢的指標,從而展示了未來世界的一瞥。