Counterfactual VQA: A Cause-Effect Look at Language Bias

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Other Links: arxiv.org

Abstract:

Visual Question Answering (VQA) models tend to rely on the language bias and thus fail to learn the reasoning from visual knowledge, which is however the original intention of VQA. In this paper, we propose a novel cause-effect look at the language bias, where the bias is formulated as the direct effect of question on answer from the vi...More

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