Integrating vision processing and natural language processing with a clinical application

Peter Hall, P. Kevitt
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引用次数: 3

Abstract

It is an interesting observation that humans are able to combine information from ostensibly disparate sources in order to better comprehend the world around them. For example, the sense information from the eyes and the ears are combined at every instant-tasks such as road crossing would be far more difficult without such integration. Such combinations are nonlinear in nature, so examining each sense in isolation will not shed light on how they combine within the cognitive frame. We are interested in the way humans combine their visual sense with natural language. This is an important area that appears to be little researched to date, despite the large amount of literature in both vision processing and natural language processing. In response to the nonlinear nature of the combination we proceed by synthesising the phenomenon rather than analysing it. To advance our work we focus upon a particular application that not only makes such a combination feasible but has a practical use in the field of medicine.
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结合视觉处理和自然语言处理与临床应用
这是一个有趣的观察,人类能够结合表面上不同来源的信息,以便更好地理解他们周围的世界。例如,来自眼睛和耳朵的感觉信息在每一个瞬间都是结合在一起的——如果没有这种整合,像过马路这样的任务就会困难得多。这种组合在本质上是非线性的,因此单独研究每种感觉并不能阐明它们是如何在认知框架内结合起来的。我们对人类将视觉与自然语言相结合的方式很感兴趣。这是一个重要的领域,尽管在视觉处理和自然语言处理方面都有大量的文献,但迄今为止似乎很少研究。为了响应组合的非线性性质,我们通过综合现象而不是分析它来进行。为了推进我们的工作,我们将重点放在一种特殊的应用上,这种应用不仅使这种组合可行,而且在医学领域具有实际用途。
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