| 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 |
| LaPA: Latent Prompt Assist Model For Medical Visual Question Answering | Apr 19, 2024 | Medical Visual Question AnsweringQuestion 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 |
| Overcoming Data Limitation in Medical Visual Question Answering | Sep 26, 2019 | DenoisingMedical Visual Question Answering | CodeCode Available | 1 |
| Surgical-VQLA++: Adversarial Contrastive Learning for Calibrated Robust Visual Question-Localized Answering in Robotic Surgery | Aug 9, 2024 | Contrastive LearningMedical 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 |
| PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering | May 17, 2023 | BenchmarkingDiagnostic | CodeCode Available | 1 |
| Gemini Goes to Med School: Exploring the Capabilities of Multimodal Large Language Models on Medical Challenge Problems & Hallucinations | Feb 10, 2024 | DiagnosticHallucination | CodeCode Available | 1 |
| A Survey of Medical Vision-and-Language Applications and Their Techniques | Nov 19, 2024 | Decision MakingDiagnostic | CodeCode Available | 1 |
| Localized Questions in Medical Visual Question Answering | Jul 3, 2023 | Medical Visual Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Masked Vision and Language Pre-training with Unimodal and Multimodal Contrastive Losses for Medical Visual Question Answering | Jul 11, 2023 | Language ModelingMedical Visual Question Answering | CodeCode Available | 1 |
| MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration | Oct 6, 2024 | Medical Visual Question AnsweringQuestion Answering | 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 |
| ZALM3: Zero-Shot Enhancement of Vision-Language Alignment via In-Context Information in Multi-Turn Multimodal Medical Dialogue | Sep 26, 2024 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 |
| Prompting Medical Large Vision-Language Models to Diagnose Pathologies by Visual Question Answering | Jul 31, 2024 | DiagnosticHallucination | —Unverified | 0 |
| A Causal Approach to Mitigate Modality Preference Bias in Medical Visual Question Answering | May 22, 2025 | counterfactualMedical Visual Question Answering | —Unverified | 0 |
| A Systematic Evaluation of GPT-4V's Multimodal Capability for Medical Image Analysis | Oct 31, 2023 | DescriptiveMedical Image Analysis | —Unverified | 0 |
| A dataset of clinically generated visual questions and answers about radiology images | Nov 20, 2018 | Decision MakingMedical Visual Question Answering | —Unverified | 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 |
| 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 |
| BESTMVQA: A Benchmark Evaluation System for Medical Visual Question Answering | Dec 13, 2023 | Medical Visual Question AnsweringQuestion 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 |
| CAPO: Reinforcing Consistent Reasoning in Medical Decision-Making | Jun 15, 2025 | Answer GenerationDecision Making | —Unverified | 0 |
| Detecting and Evaluating Medical Hallucinations in Large Vision Language Models | Jun 14, 2024 | HallucinationMedical Visual Question Answering | —Unverified | 0 |
| DiN: Diffusion Model for Robust Medical VQA with Semantic Noisy Labels | Mar 24, 2025 | Medical Visual Question AnsweringQuestion Answering | —Unverified | 0 |