| 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 | 5 |
| MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks | May 18, 2025 | BenchmarkingMedical Visual Question Answering | CodeCode Available | 1 | 5 |
| Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA | May 30, 2024 | DiagnosticMedical Diagnosis | CodeCode Available | 1 | 5 |
| MedCoT: Medical Chain of Thought via Hierarchical Expert | Dec 18, 2024 | DiagnosticMedical Visual Question Answering | CodeCode Available | 1 | 5 |
| PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering | May 17, 2023 | BenchmarkingDiagnostic | CodeCode Available | 1 | 5 |
| 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 | 5 |
| A Survey of Medical Vision-and-Language Applications and Their Techniques | Nov 19, 2024 | Decision MakingDiagnostic | CodeCode Available | 1 | 5 |
| Rad-ReStruct: A Novel VQA Benchmark and Method for Structured Radiology Reporting | Jul 11, 2023 | Medical Visual Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Self-supervised vision-language pretraining for Medical visual question answering | Nov 24, 2022 | Contrastive LearningImage-text matching | CodeCode Available | 1 | 5 |
| SLAKE: A Semantically-Labeled Knowledge-Enhanced Dataset for Medical Visual Question Answering | Feb 18, 2021 | Medical Visual Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-Answering | Jun 28, 2024 | Medical DiagnosisMedical Question Answering | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Towards Medical Artificial General Intelligence via Knowledge-Enhanced Multimodal Pretraining | Apr 26, 2023 | cross-modal alignmentMedical Visual Question Answering | CodeCode Available | 1 | 5 |
| ClinKD: Cross-Modal Clinical Knowledge Distiller For Multi-Task Medical Images | Feb 9, 2025 | Clinical KnowledgeMedical Visual Question Answering | CodeCode Available | 0 | 5 |
| Targeted Visual Prompting for Medical Visual Question Answering | Aug 6, 2024 | Medical Visual Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection | Aug 17, 2024 | Federated LearningMedical Visual Question Answering | CodeCode Available | 0 | 5 |
| A Dual-Attention Learning Network with Word and Sentence Embedding for Medical Visual Question Answering | Oct 1, 2022 | Medical Visual Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Med-PMC: Medical Personalized Multi-modal Consultation with a Proactive Ask-First-Observe-Next Paradigm | Aug 16, 2024 | Decision MakingMedical Visual Question Answering | CodeCode Available | 0 | 5 |
| Hallucination Benchmark in Medical Visual Question Answering | Jan 11, 2024 | HallucinationMedical Visual Question Answering | CodeCode Available | 0 | 5 |
| Hierarchical Deep Multi-modal Network for Medical Visual Question Answering | Sep 27, 2020 | DescriptiveMedical Visual Question Answering | CodeCode Available | 0 | 5 |
| Kvasir-VQA: A Text-Image Pair GI Tract Dataset | Sep 2, 2024 | Image CaptioningImage Generation | CodeCode Available | 0 | 5 |
| 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 | 5 |
| 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 |
| Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain? | Dec 27, 2021 | ArticlesMedical Visual Question Answering | —Unverified | 0 | 0 |
