Note: Towards Devising an Efficient VQA in the Bengali Language

S. Islam, Riyad Ahsan Auntor, Minhajul Islam, Mohammad Yousuf Hossain Anik, A. Islam, Jannatun Noor
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引用次数: 2

Abstract

Designing and implementing visual question answering tasks using Bengali datasets and native VQA based smart systems are important, as a huge number of people speak in Bengali who are relatively less advanced to technology adoption due to the language barrier. The important designing and implementing tasks are little explored in the literature. Therefore, we attempt to investigate the tasks in depth in this study. To do so, we follow a step-by-step procedure for overcoming different barriers encountered while adopting datasets as well as creating our own Bengali CLEVR and Bengali VQA. We perform different sets of experiments to demonstrate the efficacy of our proposed approach. Various VQA-based smart systems for Bengali speakers covering virtual doctors, navigation systems, smart glasses for the visually-impaired people, and so on can be benefited from this study through making the applications usable and understandable to those who are not fluent in a foreign language such as English.
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注:在孟加拉语中设计一个有效的VQA
使用孟加拉语数据集和基于本地VQA的智能系统设计和实现可视化问答任务非常重要,因为由于语言障碍,大量使用孟加拉语的人在技术采用方面相对较落后。重要的设计和实现任务在文献中很少被探讨。因此,我们试图在本研究中对任务进行深入的研究。为此,我们遵循一步一步的过程来克服在采用数据集以及创建我们自己的孟加拉语CLEVR和孟加拉语VQA时遇到的不同障碍。我们进行了不同的实验来证明我们提出的方法的有效性。各种基于vqa的孟加拉语智能系统,包括虚拟医生、导航系统、视障人士的智能眼镜等,可以从这项研究中受益,通过使应用程序对英语等外语不流利的人来说可用和可理解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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