| MUTANT: A Training Paradigm for Out-of-Distribution Generalization in Visual Question Answering | Sep 18, 2020 | Out-of-Distribution GeneralizationQuestion Answering | CodeCode Available | 1 |
| A Comparison of Pre-trained Vision-and-Language Models for Multimodal Representation Learning across Medical Images and Reports | Sep 3, 2020 | Image-text RetrievalMedical Visual Question Answering | CodeCode Available | 1 |
| A Dataset and Baselines for Visual Question Answering on Art | Aug 28, 2020 | Question AnsweringQuestion Generation | CodeCode Available | 1 |
| DeVLBert: Learning Deconfounded Visio-Linguistic Representations | Aug 16, 2020 | Image RetrievalQuestion Answering | CodeCode Available | 1 |
| Semantic Equivalent Adversarial Data Augmentation for Visual Question Answering | Jul 19, 2020 | Adversarial AttackData Augmentation | CodeCode Available | 1 |
| Learning to Discretely Compose Reasoning Module Networks for Video Captioning | Jul 17, 2020 | DecoderQuestion Answering | CodeCode Available | 1 |
| DocVQA: A Dataset for VQA on Document Images | Jul 1, 2020 | Question AnsweringReading Comprehension | CodeCode Available | 1 |
| Ontology-guided Semantic Composition for Zero-Shot Learning | Jun 30, 2020 | image-classificationImage Classification | CodeCode Available | 1 |
| Graph Optimal Transport for Cross-Domain Alignment | Jun 26, 2020 | Graph MatchingImage Captioning | CodeCode Available | 1 |
| Sparse and Continuous Attention Mechanisms | Jun 12, 2020 | Machine TranslationQuestion Answering | CodeCode Available | 1 |
| Large-Scale Adversarial Training for Vision-and-Language Representation Learning | Jun 11, 2020 | Image-text RetrievalQuestion Answering | CodeCode Available | 1 |
| Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic Reasoning | Jun 11, 2020 | Question AnsweringReinforcement Learning (RL) | CodeCode Available | 1 |
| Roses Are Red, Violets Are Blue... but Should Vqa Expect Them To? | Jun 9, 2020 | Question AnsweringVisual Question Answering | CodeCode Available | 1 |
| Attention-Based Context Aware Reasoning for Situation Recognition | Jun 1, 2020 | Action RecognitionFine-grained Action Recognition | CodeCode Available | 1 |
| Cross-Modality Relevance for Reasoning on Language and Vision | May 12, 2020 | Question AnsweringVisual Question Answering | CodeCode Available | 1 |
| COBRA: Contrastive Bi-Modal Representation Algorithm | May 7, 2020 | Cross-Modal RetrievalImage Captioning | CodeCode Available | 1 |
| Dynamic Language Binding in Relational Visual Reasoning | Apr 30, 2020 | ObjectQuestion Answering | CodeCode Available | 1 |
| Deep Multimodal Neural Architecture Search | Apr 25, 2020 | DecoderImage-text matching | CodeCode Available | 1 |
| Visual Grounding Methods for VQA are Working for the Wrong Reasons! | Apr 12, 2020 | Question AnsweringVisual Grounding | CodeCode Available | 1 |
| Evaluating Multimodal Representations on Visual Semantic Textual Similarity | Apr 4, 2020 | BenchmarkingImage Captioning | CodeCode Available | 1 |
| Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers | Apr 2, 2020 | Image-text matchingImage-text Retrieval | CodeCode Available | 1 |
| X-Linear Attention Networks for Image Captioning | Mar 31, 2020 | DecoderFine-Grained Visual Recognition | CodeCode Available | 1 |
| Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI | Mar 16, 2020 | BenchmarkingExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Counterfactual Samples Synthesizing for Robust Visual Question Answering | Mar 14, 2020 | counterfactualQuestion Answering | CodeCode Available | 1 |
| PathVQA: 30000+ Questions for Medical Visual Question Answering | Mar 7, 2020 | AI AgentMedical Visual Question Answering | CodeCode Available | 1 |