| Localized Questions in Medical Visual Question Answering | Jul 3, 2023 | Medical Visual Question AnsweringQuestion Answering | CodeCode Available | 1 |
| MedBLIP: Bootstrapping Language-Image Pre-training from 3D Medical Images and Texts | May 18, 2023 | Medical Visual Question AnsweringQuestion Answering | CodeCode Available | 1 |
| PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering | May 17, 2023 | BenchmarkingDiagnostic | CodeCode Available | 1 |
| Towards Medical Artificial General Intelligence via Knowledge-Enhanced Multimodal Pretraining | Apr 26, 2023 | cross-modal alignmentMedical Visual Question Answering | CodeCode Available | 1 |
| Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language Models | Mar 10, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs | Mar 2, 2023 | ArticlesMedical Visual Question Answering | CodeCode Available | 1 |
| Self-supervised vision-language pretraining for Medical visual question answering | Nov 24, 2022 | Contrastive LearningImage-text matching | CodeCode Available | 1 |
| Multi-modal Understanding and Generation for Medical Images and Text via Vision-Language Pre-Training | May 24, 2021 | Image CaptioningMedical Visual Question Answering | CodeCode Available | 1 |
| Multiple Meta-model Quantifying for Medical Visual Question Answering | May 19, 2021 | Medical Visual Question AnsweringMeta-Learning | CodeCode Available | 1 |
| SLAKE: A Semantically-Labeled Knowledge-Enhanced Dataset for Medical Visual Question Answering | Feb 18, 2021 | Medical Visual Question AnsweringQuestion 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 |
| PathVQA: 30000+ Questions for Medical Visual Question Answering | Mar 7, 2020 | AI AgentMedical Visual Question Answering | CodeCode Available | 1 |
| Overcoming Data Limitation in Medical Visual Question Answering | Sep 26, 2019 | DenoisingMedical Visual Question Answering | CodeCode Available | 1 |
| Barriers in Integrating Medical Visual Question Answering into Radiology Workflows: A Scoping Review and Clinicians' Insights | Jul 9, 2025 | DiagnosticMedical Visual Question Answering | —Unverified | 0 |
| SMMILE: An Expert-Driven Benchmark for Multimodal Medical In-Context Learning | Jun 26, 2025 | In-Context LearningMedical Visual Question Answering | —Unverified | 0 |
| GEMeX-ThinkVG: Towards Thinking with Visual Grounding in Medical VQA via Reinforcement Learning | Jun 22, 2025 | Answer GenerationDecision Making | —Unverified | 0 |
| CAPO: Reinforcing Consistent Reasoning in Medical Decision-Making | Jun 15, 2025 | Answer GenerationDecision Making | —Unverified | 0 |
| Kvasir-VQA-x1: A Multimodal Dataset for Medical Reasoning and Robust MedVQA in Gastrointestinal Endoscopy | Jun 11, 2025 | Medical Visual Question AnsweringQuestion Answering | CodeCode Available | 0 |
| MedOrch: Medical Diagnosis with Tool-Augmented Reasoning Agents for Flexible Extensibility | May 30, 2025 | Decision MakingMedical Diagnosis | —Unverified | 0 |
| A Causal Approach to Mitigate Modality Preference Bias in Medical Visual Question Answering | May 22, 2025 | counterfactualMedical Visual Question Answering | —Unverified | 0 |
| Toward Effective Reinforcement Learning Fine-Tuning for Medical VQA in Vision-Language Models | May 20, 2025 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 |
| Structure Causal Models and LLMs Integration in Medical Visual Question Answering | May 5, 2025 | Causal InferenceMedical Visual Question Answering | —Unverified | 0 |
| Bridging the Semantic Gaps: Improving Medical VQA Consistency with LLM-Augmented Question Sets | Apr 16, 2025 | DiversityMedical Visual Question Answering | —Unverified | 0 |
| Hierarchical Modeling for Medical Visual Question Answering with Cross-Attention Fusion | Apr 4, 2025 | DiagnosticMedical Visual Question Answering | —Unverified | 0 |
| Vision-Amplified Semantic Entropy for Hallucination Detection in Medical Visual Question Answering | Mar 26, 2025 | DiagnosticHallucination | —Unverified | 0 |
