Towards Using Live Photos to Mitigate Image Quality Issues In VQA Photography

Lauren Olson, C. Kambhamettu, Kathleen F. McCoy
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引用次数: 1

Abstract

Studies show Visual Question Answering (VQA) systems are valuable tools for people with visual impairments to quickly obtain information from an image. In this poster, we present our ongoing work towards developing uses of live photos to mitigate quality issues in photography from people with visual impairments for VQA. New contributions building on our prior research include an expanded live photos dataset, a more in-depth analysis of VQA results, and an analysis of features of our live photos compared with existing data collected from people with visual impairments. We show that live photos are a promising method for improving accuracy of VQA and that our sample live photos mimic the types of images taken in real-world settings by people with visual impairments for the task of VQA.
朝着使用实时照片,以减轻图像质量问题在VQA摄影
研究表明,视觉问答(VQA)系统是有视觉障碍的人从图像中快速获取信息的有价值的工具。在这张海报中,我们展示了我们正在进行的工作,即开发实时照片的使用,以减轻视障人士在VQA中拍摄的质量问题。我们在先前研究的基础上做出了新的贡献,包括扩展了实时照片数据集,对VQA结果进行了更深入的分析,并将我们的实时照片的特征与从视觉障碍人士那里收集的现有数据进行了比较。我们表明,实时照片是提高VQA准确性的一种有前途的方法,并且我们的样本实时照片模拟了视觉障碍者在现实环境中为VQA任务拍摄的图像类型。
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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