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| 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 |
| Medical visual question answering using joint self-supervised learning | Feb 25, 2023 | DecoderDiversity | —Unverified | 0 | 0 |
| MedOrch: Medical Diagnosis with Tool-Augmented Reasoning Agents for Flexible Extensibility | May 30, 2025 | Decision MakingMedical Diagnosis | —Unverified | 0 | 0 |
| MedThink: Explaining Medical Visual Question Answering via Multimodal Decision-Making Rationale | Apr 18, 2024 | Decision MakingMedical Visual Question Answering | —Unverified | 0 | 0 |
| MF2-MVQA: A Multi-stage Feature Fusion method for Medical Visual Question Answering | Nov 11, 2022 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
| MuVAM: A Multi-View Attention-based Model for Medical Visual Question Answering | Jul 7, 2021 | Medical Visual Question AnsweringMissing Labels | —Unverified | 0 | 0 |
| OVQA: A Clinically Generated Visual Question Answering Dataset | Jul 7, 2022 | BenchmarkingMedical Visual Question Answering | —Unverified | 0 | 0 |
| Prompt-based Personalized Federated Learning for Medical Visual Question Answering | Feb 15, 2024 | Federated LearningMedical Visual Question Answering | —Unverified | 0 | 0 |
| Q2ATransformer: Improving Medical VQA via an Answer Querying Decoder | Apr 4, 2023 | ClassificationDecoder | —Unverified | 0 | 0 |
| RepsNet: Combining Vision with Language for Automated Medical Reports | Sep 27, 2022 | Contrastive LearningDecoder | —Unverified | 0 | 0 |
| R-LLaVA: Improving Med-VQA Understanding through Visual Region of Interest | Oct 27, 2024 | Medical Visual Question AnsweringMultiple-choice | —Unverified | 0 | 0 |
| SMMILE: An Expert-Driven Benchmark for Multimodal Medical In-Context Learning | Jun 26, 2025 | In-Context LearningMedical Visual Question Answering | —Unverified | 0 | 0 |
| Structure Causal Models and LLMs Integration in Medical Visual Question Answering | May 5, 2025 | Causal InferenceMedical Visual Question Answering | —Unverified | 0 | 0 |
| TM-PATHVQA:90000+ Textless Multilingual Questions for Medical Visual Question Answering | Jul 16, 2024 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
| Toward Effective Reinforcement Learning Fine-Tuning for Medical VQA in Vision-Language Models | May 20, 2025 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
| Tri-VQA: Triangular Reasoning Medical Visual Question Answering for Multi-Attribute Analysis | Jun 21, 2024 | AttributeMedical Visual Question Answering | —Unverified | 0 | 0 |
| UIT-Saviors at MEDVQA-GI 2023: Improving Multimodal Learning with Image Enhancement for Gastrointestinal Visual Question Answering | Jul 6, 2023 | DiagnosticImage Enhancement | —Unverified | 0 | 0 |
| UnICLAM:Contrastive Representation Learning with Adversarial Masking for Unified and Interpretable Medical Vision Question Answering | Dec 21, 2022 | Data AugmentationDecision Making | —Unverified | 0 | 0 |
| Vision-Amplified Semantic Entropy for Hallucination Detection in Medical Visual Question Answering | Mar 26, 2025 | DiagnosticHallucination | —Unverified | 0 | 0 |
| Visual Question Answering in the Medical Domain | Sep 20, 2023 | Contrastive LearningMedical Visual Question Answering | —Unverified | 0 | 0 |
| V-Learning -- A Simple, Efficient, Decentralized Algorithm for Multiagent RL | Oct 27, 2021 | Medical Visual Question AnsweringQ-Learning | —Unverified | 0 | 0 |
| WangLab at MEDIQA-M3G 2024: Multimodal Medical Answer Generation using Large Language Models | Apr 22, 2024 | Answer Generationimage-classification | —Unverified | 0 | 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 | 0 |