Self-Critical Reasoning for Robust Visual Question Answering

Visual Question Answering (VQA) deep-learning systems tend to capture superficial statistical correlations in the training data because of strong language priors and fail to generalize to test data with a significantly different question-answer (QA) distribution [1]. To address this issue, we introduce a self-critical training objective t...More