Variational and Decomposed method for Mitigating Bimodal Bias in Robust Visual Question Answering

Visual question answering (VQA) models are known to suffer from the bias issue, which refers to overfitting the regularities of frequent patterns. Previously, researchers only consider the language bias. Recently, the multimodal bias is noticed. However, what multimodal bias is remains unclear.