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Image Retrieval: Ideas, Influences, and Trends of the New Age

机译:图像检索:新时代的思想,影响和趋势

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We have witnessed great interest and a wealth of promise in content-based image retrieval as an emerging technology. While the last decade laid foundation to such promise, it also paved the way for a large number of new techniques and systems, got many new people involved, and triggered stronger association of weakly related fields. In this article, we survey almost 300 key theoretical and empirical contributions in the current decade related to image retrieval and automatic image annotation, and in the process discuss the spawning of related subfields. We also discuss significant challenges involved in the adaptation of existing image retrieval techniques to build systems that can be useful in the real world. In retrospect of what has been achieved so far, we also conjecture what the future may hold for image retrieval research.
机译:我们已经目睹了作为一种新兴技术的基于内容的图像检索的巨大兴趣和广阔前景。尽管过去十年为此类承诺奠定了基础,但它也为大量新技术和系统铺平了道路,吸引了许多新人加入,并引发了与弱势领域的紧密联系。在本文中,我们调查了近十年来与图像检索和自动图像标注有关的近300项重要的理论和经验贡献,并在此过程中讨论了相关子字段的产生。我们还将讨论在改造现有图像检索技术以构建在现实世界中有用的系统时所涉及的重大挑战。回顾迄今为止已取得的成就,我们还推测图像检索研究的未来可能会怎样。

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