| Prompting Medical Large Vision-Language Models to Diagnose Pathologies by Visual Question Answering | Jul 31, 2024 | DiagnosticHallucination | —Unverified | 0 | 0 |
| A Causal Approach to Mitigate Modality Preference Bias in Medical Visual Question Answering | May 22, 2025 | counterfactualMedical Visual Question Answering | —Unverified | 0 | 0 |
| A Systematic Evaluation of GPT-4V's Multimodal Capability for Medical Image Analysis | Oct 31, 2023 | DescriptiveMedical Image Analysis | —Unverified | 0 | 0 |
| A dataset of clinically generated visual questions and answers about radiology images | Nov 20, 2018 | Decision MakingMedical Visual Question Answering | —Unverified | 0 | 0 |
| Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering | Jan 1, 2025 | Contrastive LearningMedical Visual Question Answering | —Unverified | 0 | 0 |
| 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 | 0 |
| BESTMVQA: A Benchmark Evaluation System for Medical Visual Question Answering | Dec 13, 2023 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
| Bridging the Semantic Gaps: Improving Medical VQA Consistency with LLM-Augmented Question Sets | Apr 16, 2025 | DiversityMedical Visual Question Answering | —Unverified | 0 | 0 |
| CAPO: Reinforcing Consistent Reasoning in Medical Decision-Making | Jun 15, 2025 | Answer GenerationDecision Making | —Unverified | 0 | 0 |
| Detecting and Evaluating Medical Hallucinations in Large Vision Language Models | Jun 14, 2024 | HallucinationMedical Visual Question Answering | —Unverified | 0 | 0 |
| DiN: Diffusion Model for Robust Medical VQA with Semantic Noisy Labels | Mar 24, 2025 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
| Efficiency in Focus: LayerNorm as a Catalyst for Fine-tuning Medical Visual Language Pre-trained Models | Apr 25, 2024 | Medical Visual Question Answeringparameter-efficient fine-tuning | —Unverified | 0 | 0 |
| Efficient Bilinear Attention-based Fusion for Medical Visual Question Answering | Oct 28, 2024 | Computational EfficiencyDecision Making | —Unverified | 0 | 0 |
| Enhancing Generalization in Medical Visual Question Answering Tasks via Gradient-Guided Model Perturbation | Mar 5, 2024 | Data AugmentationMedical Visual Question Answering | —Unverified | 0 | 0 |
| Free Form Medical Visual Question Answering in Radiology | Jan 23, 2024 | DiagnosticForm | —Unverified | 0 | 0 |
| Fusion of Domain-Adapted Vision and Language Models for Medical Visual Question Answering | Apr 24, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| GEMeX: A Large-Scale, Groundable, and Explainable Medical VQA Benchmark for Chest X-ray Diagnosis | Nov 25, 2024 | Medical Visual Question AnsweringMultiple-choice | —Unverified | 0 | 0 |
| GEMeX-ThinkVG: Towards Thinking with Visual Grounding in Medical VQA via Reinforcement Learning | Jun 22, 2025 | Answer GenerationDecision Making | —Unverified | 0 | 0 |
| Grounded Knowledge-Enhanced Medical VLP for Chest X-Ray | Apr 23, 2024 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
| Hierarchical Modeling for Medical Visual Question Answering with Cross-Attention Fusion | Apr 4, 2025 | DiagnosticMedical Visual Question Answering | —Unverified | 0 | 0 |
| Interpretable Medical Image Visual Question Answering via Multi-Modal Relationship Graph Learning | Feb 19, 2023 | Graph LearningMedical Visual Question Answering | —Unverified | 0 | 0 |
| Leveraging Medical Visual Question Answering with Supporting Facts | May 28, 2019 | DiversityMedical Visual Question Answering | —Unverified | 0 | 0 |
| LLaVA-Ultra: Large Chinese Language and Vision Assistant for Ultrasound | Oct 19, 2024 | Instruction FollowingKnowledge Distillation | —Unverified | 0 | 0 |
| Med-2E3: A 2D-Enhanced 3D Medical Multimodal Large Language Model | Nov 19, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| Medical Visual Question Answering: A Survey | Nov 19, 2021 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 | 0 |