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arXiv 2002.00175cs.CL
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UIT-ViIC:越南语图像描述首次评价数据集

UIT-ViIC: A Dataset for the First Evaluation on Vietnamese Image Captioning

University of Information Technology(信息技术大学);Vietnam National University, Ho Chi Minh City(胡志明市越南国家大学)

Quan Hoang Lam, Quang Duy Le, Kiet Van Nguyen, Ngan Luu-Thuy Nguyen

摘要:

图像描述(Image Captioning),即图像字幕的自动生成,近年来引起了计算机视觉、自然语言处理和机器学习等多个领域研究人员的广泛关注。本文的研究有助于图像描述任务的扩展数据集到不同的语言-越南语。到目前为止,还没有越南语的图像描述数据集,所以这是开发越南语图像描述的最基本的一步。在这个范围内,我们首先构建了一个数据集,其中包含Microsoft COCO数据集中与球类运动相关的图像的手动编写的字幕,我们称此数据集为ESP-ViIC。ViViIC由3,850张图片的19,250个越南字幕组成。接下来,我们在深度神经网络模型上评估我们的数据集,并与英语数据集和两个通过不同方法构建的越南数据集进行比较。出于研究目的,我们在实验室网站上发布了EST-ViIC。

英文摘要:

Image Captioning, the task of automatic generation of image captions, has attracted attentions from researchers in many fields of computer science, being computer vision, natural language processing and machine learning in recent years. This paper contributes to research on Image Captioning task in terms of extending dataset to a different language - Vietnamese. So far, there is no existed Image Captioning dataset for Vietnamese language, so this is the foremost fundamental step for developing Vietnamese Image Captioning. In this scope, we first build a dataset which contains manually written captions for images from Microsoft COCO dataset relating to sports played with balls, we called this dataset UIT-ViIC. UIT-ViIC consists of 19,250 Vietnamese captions for 3,850 images. Following that, we evaluate our dataset on deep neural network models and do comparisons with English dataset and two Vietnamese datasets built by different methods. UIT-ViIC is published on our lab website for research purposes.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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