| 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 |
| MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks | May 18, 2025 | BenchmarkingMedical Visual Question Answering | CodeCode Available | 1 |
| 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 |
| DiN: Diffusion Model for Robust Medical VQA with Semantic Noisy Labels | Mar 24, 2025 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 |
| ClinKD: Cross-Modal Clinical Knowledge Distiller For Multi-Task Medical Images | Feb 9, 2025 | Clinical KnowledgeMedical Visual Question Answering | CodeCode Available | 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 |
| MedCoT: Medical Chain of Thought via Hierarchical Expert | Dec 18, 2024 | DiagnosticMedical Visual Question Answering | CodeCode Available | 1 |
| BiMediX2: Bio-Medical EXpert LMM for Diverse Medical Modalities | Dec 10, 2024 | Medical Visual Question AnsweringQuestion Answering | CodeCode Available | 2 |
| 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 |
| Med-2E3: A 2D-Enhanced 3D Medical Multimodal Large Language Model | Nov 19, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| A Survey of Medical Vision-and-Language Applications and Their Techniques | Nov 19, 2024 | Decision MakingDiagnostic | CodeCode Available | 1 |
| Efficient Bilinear Attention-based Fusion for Medical Visual Question Answering | Oct 28, 2024 | Computational EfficiencyDecision Making | —Unverified | 0 |
| R-LLaVA: Improving Med-VQA Understanding through Visual Region of Interest | Oct 27, 2024 | Medical Visual Question AnsweringMultiple-choice | —Unverified | 0 |
| Which Client is Reliable?: A Reliable and Personalized Prompt-based Federated Learning for Medical Image Question Answering | Oct 23, 2024 | Federated LearningMedical Visual Question Answering | —Unverified | 0 |
| LLaVA-Ultra: Large Chinese Language and Vision Assistant for Ultrasound | Oct 19, 2024 | Instruction FollowingKnowledge Distillation | —Unverified | 0 |