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Jun, 2016
分析视觉问答模型的行为
Analyzing the Behavior of Visual Question Answering Models
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Aishwarya Agrawal, Dhruv Batra, Devi Parikh
TL;DR
本文研究了基于深度学习模型的视觉问答模型，发现现有模型的准确率在60-70％之间，且本文提出系统分析这些模型行为的方法，发现这些模型存在缺点，包括不够全面、容易得出错误答案和不易更正的问题。
Abstract
Recently, a number of deep-learning based models have been proposed for the task of
visual question answering
(
vqa
). The performance of most models is clustered around 60-70%. In this paper we propose systematic
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