Illustrate Your Story: Enriching Text with Images

Sreyasi Nag Chowdhury, William Cheng, Gerard de Melo, Simon Razniewski, G. Weikum
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引用次数: 6

Abstract

Human perception is known to be predominantly visual. As modern web infrastructure promoted the storage of media, the web-data paradigm shifted from text-only documents to those containing text and images. A multitude of blog posts, news articles, and social media posts exist on the Internet today as examples of multimodal stories. The manual alignment of images and text in a story is time-consuming and labor intensive. We present a web application for automatically selecting relevant images from an album and placing them in suitable contexts within a body of text. The application solves a global optimization problem that maximizes the coherence of text paragraphs and image descriptors, and allows for exploring the underlying image descriptors and similarity metrics. Experiments show that our method can align images with texts with high semantic fit, and to user satisfaction.
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说明你的故事:用图像丰富文本
众所周知,人类的知觉主要是视觉的。随着现代网络基础设施促进媒体存储,网络数据范式从纯文本文档转向包含文本和图像的文档。如今,互联网上有大量的博客文章、新闻文章和社交媒体文章,作为多模式故事的例子。在故事中手动对齐图像和文本是费时费力的。我们提供了一个web应用程序,可以自动从相册中选择相关图像,并将它们放置在文本正文中的合适上下文中。该应用程序解决了一个全局优化问题,最大限度地提高了文本段落和图像描述符的一致性,并允许探索潜在的图像描述符和相似度量。实验表明,该方法可以使图像与文本对齐,语义匹配度高,用户满意。
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