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Multimedia Intelligence: When Multimedia Meets Artificial Intelligence

机译:多媒体智能:多媒体满足人工智能时

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Owing to the rich emerging multimedia applications and services in the past decade, super large amount of multimedia data has been produced for the purpose of advanced research in multimedia. Furthermore, multimedia research has made great progress on image/video content analysis, multimedia search and recommendation, multimedia streaming, multimedia content delivery etc. At the same time, Artificial Intelligence (AI) has undergone a "new" wave of development since being officially regarded as an academic discipline in 1950s, which should give credits to the extreme success of deep learning. Thus, one question naturally arises: What happens when multimedia meets Artificial Intelligence? To answer this question, we introduce the concept of Multimedia Intelligence through investigating the mutual-influence between multimedia and Artificial Intelligence. We explore the mutual influences between multimedia and Artificial Intelligence from two aspects: i) multimedia drives Artificial Intelligence to experience a paradigm shift towards more explainability and ii) Artificial Intelligence in turn injects new ways of thinking for multimedia research. As such, these two aspects form a loop in which multimedia and Artificial Intelligence interactively enhance each other. In this paper, we discuss what and how efforts have been done in literature and share our insights on research directions that deserve further study to produce potentially profound impact on multimedia intelligence.
机译:由于过去十年来丰富的新兴的多媒体应用和服务,为多媒体进行了高级研究,生产了超大型多媒体数据。此外,多媒体研究在图像/视频内容分析,多媒体搜索和推荐,多媒体流,多媒体内容递送等方面取得了很大进展。同时,人工智能(AI)经历了“新”的发展浪潮,自正式在20世纪50年代被视为学科,这应该为深度学习的极端成功提供学分。因此,一个问题自然出现了:当多媒体符合人工智能时会发生什么?为了回答这个问题,我们通过调查多媒体和人工智能之间的相互影响来介绍多媒体智能的概念。我们从两个方面探讨了多媒体和人工智能之间的相互影响:i)多媒体驱动人工智能在更加解释性和II)的范式转变,而ii)依次注入了新的思维方式对多媒体研究的新方法。因此,这两个方面形成了一种循环,其中多媒体和人工智能相互作用地增强。在本文中,我们讨论了在文学中所做的努力,并在研究方向上分享我们对多媒体情报产生潜在深刻影响的研究方向的见解。

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