Visual Question Answering

MiniVQA - A resource to build your tailored VQA competition NAACL 2021 MIRTT: Learning Multimodal Interaction Representations from Trilinear Transformers for Visual Question Answering EMNLP 2021 MultiModalQA: complex question answering over text, tables and images ICLR 2021 Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing CVPR 2021 PQA: Perceptual Question Answering CVPR 2021 Predicting Human Scanpaths in Visual Question Answering CVPR 2021 QACE: Asking Questions to Evaluate an Image Caption EMNLP 2021 Self-supervised Pre-training and Contrastive Representation Learning for Multiple-choice Video QA AAAI 2021 Simple is not Easy: A Simple Strong Baseline for TextVQA and TextCaps AAAI 2021 Supervising the Transfer of Reasoning Patterns in VQA NeurIPS 2021 TAP: Text-Aware Pre-Training for Text-VQA and Text-Caption CVPR 2021 Towards Visual Question Answering on Pathology Images ACL 2021 Aligned Dual Channel Graph Convolutional Network for Visual Question Answering ACL 2020 A negative case analysis of visual grounding methods for VQA ACL 2020 BiST: Bi-directional Spatio-Temporal Reasoning for Video-Grounded Dialogues EMNLP 2020 Context Modulated Dynamic Networks for Actor and Action Video Segmentation with Language Queries AAAI 2020 Counterfactual Samples Synthesizing for Robust Visual Question Answering CVPR 2020 Cross-Modality Relevance for Reasoning on Language and Vision ACL 2020 Divide and Conquer: Question-Guided Spatio-Temporal Contextual Attention for Video Question Answering AAAI 2020 Does my multimodal model learn cross-modal interactions? It’s harder to tell than you might think! EMNLP 2020 DualVD: An Adaptive Dual Encoding Model for Deep Visual Understanding in Visual Dialogue AAAI 2020 Explanation vs Attention: A Two-Player Game to Obtain Attention for VQA AAAI 2020 Exploring Weaknesses of VQA Models through Attribution Driven Insights ACL 2020 Fantastic Answers and Where to Find Them: Immersive Question-Directed Visual Attention CVPR 2020 Few-shot Visual Reasoning with Meta-Analogical Contrastive Learning NeurIPS 2020