Title
Multimodal Large Language Models for Medicine: A Comprehensive Survey Jiarui Ye Hao Tang LM&MA 81 0 0 29 Apr 2025
Evaluating Vision Language Models (VLMs) for Radiology: A Comprehensive Analysis Frank Li Hari M. Trivedi Bardia Khosravi Theo Dapamede Mohammadreza Chavoshi ... Rohan Isaac Aawez Mansuri Janice Newsome S. Purkayastha J. Gichoya LM&MA 24 0 0 22 Apr 2025
Leveraging Vision-Language Foundation Models to Reveal Hidden Image-Attribute Relationships in Medical Imaging Amar Kumar Anita Kriz Barak Pertzov Tal Arbel MedIm 51 0 0 30 Mar 2025
PaliGemma-CXR: A Multi-task Multimodal Model for TB Chest X-ray Interpretation Denis Musinguzi Andrew Katumba Sudi Murindanyi 28 0 0 28 Feb 2025
Fair-MoE: Fairness-Oriented Mixture of Experts in Vision-Language Models Peiran Wang Linjie Tong Jiaxiang Liu Zuozhu Liu VLM MoE 39 0 0 10 Feb 2025
PeFoMed: Parameter Efficient Fine-tuning of Multimodal Large Language Models for Medical Imaging Gang Liu Jinlong He Pengfei Li Genrong He Zixu Zhao Shenjun Zhong LM&MA 71 2 0 17 Jan 2025
RadGPT: Constructing 3D Image-Text Tumor Datasets P. R. Bassi Mehmet Can Yavuz Kang Wang Xiaoxi Chen Wenxuan Li S. Decherchi Andrea Cavalli Yang Yang Alan L. Yuille Zongwei Zhou LM&MA MedIm 38 0 0 08 Jan 2025
Gla-AI4BioMed at RRG24: Visual Instruction-tuned Adaptation for Radiology Report Generation Xi Zhang Zaiqiao Meng Jake Lever Edmond S. L. Ho LM&MA 93 2 0 06 Dec 2024
MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging Noel Codella Ying Jin Shrey Jain Yu Gu Ho Hin Lee ... Jenq-Neng Hwang Thomas Lin I. Tarapov M. Lungren Mu-Hsin Wei LM&MA VLM MedIm 40 7 0 09 Oct 2024
ReXErr: Synthesizing Clinically Meaningful Errors in Diagnostic Radiology Reports Vishwanatha M. Rao Serena Zhang J. N. Acosta Subathra Adithan Pranav Rajpurkar MedIm 26 1 0 17 Sep 2024
MAGDA: Multi-agent guideline-driven diagnostic assistance D. Bani-Harouni Nassir Navab Matthias Keicher LM&MA 31 2 1 10 Sep 2024
Merlin: A Vision Language Foundation Model for 3D Computed Tomography Louis Blankemeier Joseph Paul Cohen Ashwin Kumar Dave Van Veen Syed Jamal Safdar Gardezi ... Andrew L. Wentland C. Langlotz Jason Hom S. Gatidis Akshay S. Chaudhari LM&MA MedIm 44 29 0 10 Jun 2024
Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning Zishan Gu Fenglin Liu Changchang Yin Ping Zhang LRM LM&MA 41 0 0 19 May 2024
Mammo-CLIP: Leveraging Contrastive Language-Image Pre-training (CLIP) for Enhanced Breast Cancer Diagnosis with Multi-view Mammography Xuxin Chen Yuheng Li Mingzhe Hu Ella Salari Xiaoqian Chen Richard L. J. Qiu Bin Zheng Xiaofeng Yang VLM 23 6 0 24 Apr 2024
ChEX: Interactive Localization and Region Description in Chest X-rays Philip Muller Georgios Kaissis Daniel Rueckert 20 5 0 24 Apr 2024
WangLab at MEDIQA-M3G 2024: Multimodal Medical Answer Generation using Large Language Models Ronald Xie Steven Palayew Augustin Toma Gary D. Bader Bo Wang MedIm 19 2 0 22 Apr 2024
FairCLIP: Harnessing Fairness in Vision-Language Learning Yan Luo Minfei Shi Muhammad Osama Khan Muhammad Muneeb Afzal Hao Huang ... Luo Song Ava Kouhana T. Elze Yi Fang Mengyu Wang VLM 38 30 0 29 Mar 2024
Opportunities and challenges in the application of large artificial intelligence models in radiology Liangrui Pan Zhenyu Zhao Ying Lu Kewei Tang Liyong Fu Qingchun Liang Shaoliang Peng LM&MA MedIm AI4CE 37 5 0 24 Mar 2024
WoLF: Wide-scope Large Language Model Framework for CXR Understanding Seil Kang Donghyun Kim Junhyeok Kim Hyo Kyung Lee Seong Jae Hwang 33 2 0 19 Mar 2024
Improving Medical Multi-modal Contrastive Learning with Expert Annotations Yogesh Kumar Pekka Marttinen MedIm VLM 29 9 0 15 Mar 2024
HeAR -- Health Acoustic Representations Sebastien Baur Zaid Nabulsi Wei-Hung Weng Jake Garrison Louis Blankemeier ... Shwetak N. Patel S. Shetty Shruthi Prabhakara Monde Muyoyeta Diego Ardila LM&MA 21 10 0 04 Mar 2024
Evaluating Large Language Models as Virtual Annotators for Time-series Physical Sensing Data Aritra Hota S. Chatterjee Sandip Chakraborty 27 10 0 02 Mar 2024
Multimodal Healthcare AI: Identifying and Designing Clinically Relevant Vision-Language Applications for Radiology Nur Yildirim Hannah Richardson Maria T. A. Wetscherek Junaid Bajwa Joseph Jacob ... Ozan Oktay M. Lungren Javier Alvarez-Valle A. Nori Anja Thieme LM&MA 48 39 0 22 Feb 2024
VLP: Vision Language Planning for Autonomous Driving Chenbin Pan Burhaneddin Yaman T. Nesti Abhirup Mallik A. Allievi Senem Velipasalar Liu Ren VLM 22 51 0 10 Jan 2024
Breast Ultrasound Report Generation using LangChain Jaeyoung Huh HyunWook Park Jong Chul Ye 13 5 0 05 Dec 2023
MedXChat: A Unified Multimodal Large Language Model Framework towards CXRs Understanding and Generation Ling Yang Zhanyu Wang Zhenghao Chen Xinyu Liang Luping Zhou LM&MA MedIm 53 5 0 04 Dec 2023
RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance Chantal Pellegrini Ege Ozsoy Benjamin Busam Nassir Navab Matthias Keicher MedIm LM&MA 39 0 0 30 Nov 2023
MAIRA-1: A specialised large multimodal model for radiology report generation Stephanie L. Hyland Shruthi Bannur Kenza Bouzid Daniel Coelho De Castro M. Ranjit ... Noel Codella M. Lungren Maria T. A. Wetscherek Ozan Oktay Javier Alvarez-Valle 29 45 0 22 Nov 2023
Large Language Models Illuminate a Progressive Pathway to Artificial Healthcare Assistant: A Review Mingze Yuan Peng Bao Jiajia Yuan Yunhao Shen Zi Chen ... Jie Zhao Yang Chen Li Zhang Lin Shen Bin Dong ELM LM&MA 41 13 0 03 Nov 2023
Learning A Multi-Task Transformer Via Unified And Customized Instruction Tuning For Chest Radiograph Interpretation Lijian Xu Ziyu Ni Xinglong Liu Xiaosong Wang Hongsheng Li Shaoting Zhang MedIm LM&MA 13 4 0 02 Nov 2023
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour A. Kazerouni I. Rekik Dorit Merhof VLM MedIm 93 57 0 28 Oct 2023
Conversational Health Agents: A Personalized LLM-Powered Agent Framework Mahyar Abbasian Iman Azimi Amir M. Rahmani Ramesh C. Jain AI4CE LM&MA 21 69 0 03 Oct 2023
The first step is the hardest: Pitfalls of Representing and Tokenizing Temporal Data for Large Language Models Dimitris Spathis F. Kawsar AI4TS 21 17 0 12 Sep 2023
LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and Generation Suhyeon Lee Won Jun Kim Jinho Chang Jong Chul Ye MedIm 32 46 0 19 May 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023