| Symbolic Replay: Scene Graph as Prompt for Continual Learning on VQA Task | Aug 24, 2022 | Continual LearningQuestion Answering | CodeCode Available | 1 |
| FashionVQA: A Domain-Specific Visual Question Answering System | Aug 24, 2022 | Question AnsweringVisual Question Answering | —Unverified | 0 |
| Bidirectional Contrastive Split Learning for Visual Question Answering | Aug 24, 2022 | Adversarial AttackBackdoor Attack | —Unverified | 0 |
| How good are deep models in understanding the generated images? | Aug 23, 2022 | ObjectObject Recognition | —Unverified | 0 |
| Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks | Aug 22, 2022 | AllCross-Modal Retrieval | CodeCode Available | 0 |
| VLMAE: Vision-Language Masked Autoencoder | Aug 19, 2022 | Image-text RetrievalLanguage Modeling | —Unverified | 0 |
| ILLUME: Rationalizing Vision-Language Models through Human Interactions | Aug 17, 2022 | Image CaptioningQuestion Answering | CodeCode Available | 0 |
| Understanding Attention for Vision-and-Language Tasks | Aug 17, 2022 | Image GenerationImage Retrieval | CodeCode Available | 0 |
| Aesthetic Visual Question Answering of Photographs | Aug 10, 2022 | Question AnsweringSentiment Analysis | —Unverified | 0 |
| CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning | Aug 10, 2022 | MathMathematical Reasoning | CodeCode Available | 1 |
| ChiQA: A Large Scale Image-based Real-World Question Answering Dataset for Multi-Modal Understanding | Aug 5, 2022 | Image RetrievalQuestion Answering | CodeCode Available | 1 |
| Generative Bias for Robust Visual Question Answering | Aug 1, 2022 | Knowledge DistillationQuestion Answering | CodeCode Available | 1 |
| Uncertainty-based Visual Question Answering: Estimating Semantic Inconsistency between Image and Knowledge Base | Jul 27, 2022 | Question AnsweringSemantic Similarity | —Unverified | 0 |
| LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text Injection | Jul 26, 2022 | DecoderKnowledge Graphs | CodeCode Available | 1 |
| Cross-Modal Causal Relational Reasoning for Event-Level Visual Question Answering | Jul 26, 2022 | Causal InferenceQuestion Answering | CodeCode Available | 1 |
| WinoGAViL: Gamified Association Benchmark to Challenge Vision-and-Language Models | Jul 25, 2022 | Common Sense ReasoningGeneral Knowledge | CodeCode Available | 0 |
| Towards Complex Document Understanding By Discrete Reasoning | Jul 25, 2022 | document understandingQuestion Answering | —Unverified | 0 |
| Is GPT-3 all you need for Visual Question Answering in Cultural Heritage? | Jul 25, 2022 | AllQuestion Answering | —Unverified | 0 |
| Visual Perturbation-aware Collaborative Learning for Overcoming the Language Prior Problem | Jul 24, 2022 | DiagnosticQuestion Answering | —Unverified | 0 |
| Semantic-aware Modular Capsule Routing for Visual Question Answering | Jul 21, 2022 | Question AnsweringVisual Question Answering | —Unverified | 0 |
| Rethinking Data Augmentation for Robust Visual Question Answering | Jul 18, 2022 | Data AugmentationKnowledge Distillation | CodeCode Available | 1 |
| ViQuAE, a Dataset for Knowledge-based Visual Question Answering about Named Entities | Jul 11, 2022 | ArticlesFew-Shot Learning | CodeCode Available | 1 |
| OVQA: A Clinically Generated Visual Question Answering Dataset | Jul 7, 2022 | BenchmarkingMedical Visual Question Answering | —Unverified | 0 |
| Knowing Earlier what Right Means to You: A Comprehensive VQA Dataset for Grounding Relative Directions via Multi-Task Learning | Jul 6, 2022 | DiagnosticMulti-Task Learning | CodeCode Available | 0 |
| Weakly Supervised Grounding for VQA in Vision-Language Transformers | Jul 5, 2022 | Question AnsweringRepresentation Learning | CodeCode Available | 1 |
| VGNMN: Video-grounded Neural Module Networks for Video-Grounded Dialogue Systems | Jul 1, 2022 | Information RetrievalQuestion Answering | —Unverified | 0 |
| American == White in Multimodal Language-and-Image AI | Jul 1, 2022 | Image CaptioningQuestion Answering | —Unverified | 0 |
| Modern Question Answering Datasets and Benchmarks: A Survey | Jun 30, 2022 | Deep LearningQuestion Answering | —Unverified | 0 |
| A Unified End-to-End Retriever-Reader Framework for Knowledge-based VQA | Jun 30, 2022 | Question AnsweringRetrieval | CodeCode Available | 1 |
| EBMs vs. CL: Exploring Self-Supervised Visual Pretraining for Visual Question Answering | Jun 29, 2022 | Contrastive LearningOut of Distribution (OOD) Detection | —Unverified | 0 |
| Consistency-preserving Visual Question Answering in Medical Imaging | Jun 27, 2022 | Question AnsweringVisual Question Answering | CodeCode Available | 1 |
| From Shallow to Deep: Compositional Reasoning over Graphs for Visual Question Answering | Jun 25, 2022 | Question AnsweringVisual Question Answering | —Unverified | 0 |
| VisFIS: Visual Feature Importance Supervision with Right-for-the-Right-Reason Objectives | Jun 22, 2022 | Feature ImportanceQuestion Answering | CodeCode Available | 0 |
| Surgical-VQA: Visual Question Answering in Surgical Scenes using Transformer | Jun 22, 2022 | Question AnsweringSentence | CodeCode Available | 1 |
| Tell Me the Evidence? Dual Visual-Linguistic Interaction for Answer Grounding | Jun 21, 2022 | DecoderQuestion Answering | —Unverified | 0 |
| Grounding Answers for Visual Questions Asked by Visually Impaired People | Jun 20, 2022 | Question AnsweringVisual Question Answering | —Unverified | 0 |
| Zero-Shot Video Question Answering via Frozen Bidirectional Language Models | Jun 16, 2022 | Fill MaskLanguage Modeling | CodeCode Available | 1 |
| MixGen: A New Multi-Modal Data Augmentation | Jun 16, 2022 | Data AugmentationImage-text Retrieval | CodeCode Available | 1 |
| Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone | Jun 15, 2022 | Described Object DetectionImage Captioning | CodeCode Available | 1 |
| Test-Time Adaptation for Visual Document Understanding | Jun 15, 2022 | document understandingDomain Adaptation | —Unverified | 0 |
| Less Is More: Linear Layers on CLIP Features as Powerful VizWiz Model | Jun 10, 2022 | Question AnsweringTask 2 | —Unverified | 0 |
| cViL: Cross-Lingual Training of Vision-Language Models using Knowledge Distillation | Jun 7, 2022 | Knowledge DistillationQuestion Answering | CodeCode Available | 0 |
| From Pixels to Objects: Cubic Visual Attention for Visual Question Answering | Jun 4, 2022 | ObjectQuestion Answering | —Unverified | 0 |
| A-OKVQA: A Benchmark for Visual Question Answering using World Knowledge | Jun 3, 2022 | Question AnsweringVisual Question Answering | CodeCode Available | 1 |
| Structured Two-stream Attention Network for Video Question Answering | Jun 2, 2022 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| VL-BEiT: Generative Vision-Language Pretraining | Jun 2, 2022 | image-classificationImage Classification | —Unverified | 0 |
| REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering | Jun 2, 2022 | Question AnsweringRetrieval | CodeCode Available | 1 |
| Question Modifiers in Visual Question Answering | Jun 1, 2022 | Natural Language UnderstandingQuestion Answering | —Unverified | 0 |
| Fine-tuning vs From Scratch: Do Vision & Language Models Have Similar Capabilities on Out-of-Distribution Visual Question Answering? | Jun 1, 2022 | Question AnsweringVisual Question Answering | —Unverified | 0 |
| Un jeu de données pour répondre à des questions visuelles à propos d’entités nommées en utilisant des bases de connaissances (ViQuAE, a Dataset for Knowledge-based Visual Question Answering about Named Entities) | Jun 1, 2022 | Question AnsweringVisual Question Answering | —Unverified | 0 |
