Explanatory Visual Question Answering
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Benchmarks
GQA-REX
Most implemented
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question Answering
REX: Reasoning-aware and Grounded Explanation
Faithful Multimodal Explanation for Visual Question Answering
Papers
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question Answering
Explanatory Visual Question Answering (EVQA) is a recently proposed multimodal reasoning task consisting of answering the visual question and generating multimodal explanations for the reasoning processes. Unlike traditi…
Explanatory Visual Question AnsweringMultimodal ReasoningQuestion AnsweringVisual Question Answering+1Variational Causal Inference Network for Explanatory Visual Question Answering
Explanatory Visual Question Answering (EVQA) is a recently proposed multimodal reasoning task that requires answering visual questions and generating multimodal explanations for the reasoning processes. Unlike tradit…
Explanation GenerationExplanatory Visual Question AnsweringFS-MEVQAMultimodal Reasoning+3REX: Reasoning-aware and Grounded Explanation
Effectiveness and interpretability are two essential properties for trustworthy AI systems. Most recent studies in visual reasoning are dedicated to improving the accuracy of predicted answers, and less attention is paid…
Decision MakingExplanation GenerationExplanatory Visual Question AnsweringFS-MEVQA+4Faithful Multimodal Explanation for Visual Question Answering
AI systems' ability to explain their reasoning is critical to their utility and trustworthiness. Deep neural networks have enabled significant progress on many challenging problems such as visual question answering (VQA)…
Explanatory Visual Question AnsweringQuestion AnsweringVisual Question AnsweringVisual Question Answering (VQA)VQA-E: Explaining, Elaborating, and Enhancing Your Answers for Visual Questions
Most existing works in visual question answering (VQA) are dedicated to improving the accuracy of predicted answers, while disregarding the explanations. We argue that the explanation for an answer is of the same or even…
Explanatory Visual Question AnsweringMulti-Task LearningQuestion AnsweringVisual Question Answering+1