Title
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Min Zhang LM&MA AILaw 228 176 0 28 Jan 2025
Review and Recommendations for using Artificial Intelligence in Intracoronary Optical Coherence Tomography Analysis Xu Chen Yuan Huang Benn Jessney Jason Sangha Sophie Gu Carola-Bibiane Schönlieb Martin Bennett M. Roberts 62 0 0 24 Jan 2025
Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Estanislao Claucich Sara Hooker Diego H. Milone Enzo Ferrante Rodrigo Echeveste FedML 103 0 0 24 Jan 2025
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification Cristiano Patrício Isabel Rio-Torto J. S. Cardoso Luís F. Teixeira João C. Neves VLM 510 1 0 21 Jan 2025
Visual RAG: Expanding MLLM visual knowledge without fine-tuning Mirco Bonomo Simone Bianco VLM 109 5 0 18 Jan 2025
MedFILIP: Medical Fine-grained Language-Image Pre-training Xinjie Liang Xiangyu Li Fanding Li Jie Jiang Qing Dong Wei Wang Kaidi Wang Suyu Dong Gongning Luo Shuo Li LM&MA VLM MedIm 168 4 0 18 Jan 2025
RadAlign: Advancing Radiology Report Generation with Vision-Language Concept Alignment Difei Gu Yunhe Gao Yang Zhou Mu Zhou Dimitris N. Metaxas LM&MA 79 3 0 13 Jan 2025
BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature Alejandro Lozano Min Woo Sun James Burgess Liangyu Chen Jeffrey Nirschl ... Xiaohan Wang Yuhui Zhang Alfred Seunghoon Song Robert Tibshirani Serena Yeung-Levy LM&MA VLM MedIm 162 10 0 13 Jan 2025
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs Sheng Zhang Yanbo Xu Naoto Usuyama Hanwen Xu J. Bagga ... Carlo Bifulco M. Lungren Tristan Naumann Sheng Wang Hoifung Poon LM&MA MedIm 240 235 0 10 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 Yuille Zongwei Zhou LM&MA MedIm 127 2 0 08 Jan 2025
XGeM: A Multi-Prompt Foundation Model for Multimodal Medical Data Generation Daniele Molino Francesco Di Feola E. Faiella Deborah Fazzini D. Santucci Linlin Shen V. Guarrasi Paolo Soda SyDa MedIm 127 1 0 08 Jan 2025
Unity by Diversity: Improved Representation Learning in Multimodal VAEs Thomas M. Sutter Yang Meng Andrea Agostini Daphné Chopard Norbert Fortin Julia E. Vogt Bahbak Shahbaba Stephan Mandt SSL 104 2 0 08 Jan 2025
Clinical Insights: A Comprehensive Review of Language Models in Medicine Nikita Neveditsin Pawan Lingras V. Mago LM&MA 113 5 0 08 Jan 2025
GIT-CXR: End-to-End Transformer for Chest X-Ray Report Generation Iustin Sîrbu Iulia-Renata Sîrbu Jasmina Bogojeska Traian Rebedea MedIm ViT LM&MA 60 1 0 05 Jan 2025
Impact of Data Distribution on Fairness Guarantees in Equitable Deep Learning Yan Luo Congcong Wen Min Shi Hao Huang Yi Fang Mengyu Wang FedML 57 0 0 31 Dec 2024
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine Hanguang Xiao Feizhong Zhou Xianglong Liu Tianqi Liu Zhipeng Li Xin Liu Xiaoxuan Huang AILaw LM&MA LRM 137 30 0 31 Dec 2024
FairREAD: Re-fusing Demographic Attributes after Disentanglement for Fair Medical Image Classification Yicheng Gao Jinkui Hao Bo Zhou 147 0 0 20 Dec 2024
Read Like a Radiologist: Efficient Vision-Language Model for 3D Medical Imaging Interpretation Changsun Lee Sangjoon Park Cheong-Il Shin Woo Hee Choi Hyun Jeong Park J. Lee Jong Chul Ye 151 2 0 18 Dec 2024
FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning Minjun Kim Minjee Kim Jinhoon Jeong FedML MedIm OOD 137 0 0 16 Dec 2024
Multilabel Classification for Lung Disease Detection: Integrating Deep Learning and Natural Language Processing Maria Efimovich Jayden Lim Vedant Mehta Ethan Poon 103 0 0 16 Dec 2024
Mask of truth: model sensitivity to unexpected regions of medical images Théo Sourget Michelle Hestbek-Møller Amelia Jiménez-Sánchez Jack Junchi Xu Veronika Cheplygina AAML 183 0 0 05 Dec 2024
Learning Locally, Revising Globally: Global Reviser for Federated Learning with Noisy Labels Yuxin Tian Mouxing Yang Yuhao Zhou Jian Wang Qing Ye Tongliang Liu Gang Niu Jiancheng Lv FedML 148 0 0 30 Nov 2024
Libra: Leveraging Temporal Images for Biomedical Radiology Analysis Xi Zhang Zaiqiao Meng Jake Lever Edmond S. L. Ho MedIm 195 1 0 28 Nov 2024
LaB-RAG: Label Boosted Retrieval Augmented Generation for Radiology Report Generation Steven Song Anirudh Subramanyam Irene Madejski Robert L. Grossman MedIm VLM 173 0 0 25 Nov 2024
GEMeX: A Large-Scale, Groundable, and Explainable Medical VQA Benchmark for Chest X-ray Diagnosis Bo Liu K. Zou Liming Zhan Zexin Lu Xiaoyu Dong Yidi Chen Chengqiang Xie Jiannong Cao Xiao-Ming Wu Huazhu Fu 191 2 0 25 Nov 2024
FG-CXR: A Radiologist-Aligned Gaze Dataset for Enhancing Interpretability in Chest X-Ray Report Generation Trong-Thang Pham Ngoc-Vuong Ho Nhat-Tan Bui T. Phan Patel Brijesh ... Gianfranco Doretto Anh Nguyen Carol C. Wu Hien Nguyen Ngan Le 170 4 0 23 Nov 2024
Uni-Mlip: Unified Self-supervision for Medical Vision Language Pre-training Ameera Bawazir Kebin Wu Wenbin Li CLIP 106 1 0 20 Nov 2024
Barttender: An approachable & interpretable way to compare medical imaging and non-imaging data Ayush Singla Shakson Isaac Chirag J. Patel MedIm 113 0 0 19 Nov 2024
VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge Vishwesh Nath Wenqi Li Dong Yang Andriy Myronenko Mingxin Zheng ... Holger Roth Daguang Xu Baris Turkbey Holger Roth Daguang Xu VLM 191 7 0 19 Nov 2024
Lung Disease Detection with Vision Transformers: A Comparative Study of Machine Learning Methods Baljinnyam Dayan LM&MA ViT MedIm 83 0 0 18 Nov 2024
HIST-AID: Leveraging Historical Patient Reports for Enhanced Multi-Modal Automatic Diagnosis Haoxu Huang Cem M. Deniz K. Cho S. Chopra Divyam Madaan 67 1 0 16 Nov 2024
Designing a Robust Radiology Report Generation System Sonit Singh MedIm 87 1 0 02 Nov 2024
Contrasting with Symile: Simple Model-Agnostic Representation Learning for Unlimited Modalities A. Saporta A. Puli Mark Goldstein Rajesh Ranganath SSL 85 1 0 01 Nov 2024
Denoising Diffusion Models for Anomaly Localization in Medical Images Cosmin I. Bercea P. Cattin Julia A. Schnabel J. Wolleb DiffM MedIm 66 1 0 31 Oct 2024
Informed Deep Abstaining Classifier: Investigating noise-robust training for diagnostic decision support systems H. Schneider Sebastian Nowak Aditya Parikh Yannik C. Layer Maike Theis Wolfgang Block Alois M. Sprinkart U. Attenberger R. Sifa NoLa 56 0 0 28 Oct 2024
Large Language Model Benchmarks in Medical Tasks Lawrence K. Q. Yan Ming Li Yize Zhang Caitlyn Heqi Yin Cheng Fei ... Ziqian Bi Pohsun Feng Keyu Chen Junyu Liu Qian Niu LM&MA AI4MH 115 9 0 28 Oct 2024
Diff-CXR: Report-to-CXR generation through a disease-knowledge enhanced diffusion model Peng Huang Bowen Guo Shuyu Liang Junhu Fu Yuanyuan Wang Yi Guo DiffM MedIm 62 1 0 26 Oct 2024
Addressing Asynchronicity in Clinical Multimodal Fusion via Individualized Chest X-ray Generation Wenfang Yao Chen Liu Kejing Yin W. K. Cheung Jing Qin 62 2 0 23 Oct 2024
RE-tune: Incremental Fine Tuning of Biomedical Vision-Language Models for Multi-label Chest X-ray Classification Marco Mistretta Andrew D. Bagdanov VLM 58 1 0 23 Oct 2024
Image-aware Evaluation of Generated Medical Reports Gefen Dawidowicz Elad Hirsch A. Tal 64 1 0 22 Oct 2024
Automated Spinal MRI Labelling from Reports Using a Large Language Model Robin Y. Park Rhydian Windsor A. Jamaludin Andrew Zisserman 47 1 0 22 Oct 2024
MoRE: Multi-Modal Contrastive Pre-training with Transformers on X-Rays, ECGs, and Diagnostic Report Samrajya Thapa Koushik Howlader Subhankar Bhattacharjee Wei le MedIm 121 1 0 21 Oct 2024
Random Token Fusion for Multi-View Medical Diagnosis Jingyu Guo Christos Matsoukas Fredrik Strand Kevin Smith MedIm 50 0 0 21 Oct 2024
Concept Complement Bottleneck Model for Interpretable Medical Image Diagnosis Hongmei Wang Junlin Hou Hao Chen 61 1 0 20 Oct 2024
SemiHVision: Enhancing Medical Multimodal Models with a Semi-Human Annotated Dataset and Fine-Tuned Instruction Generation Junda Wang Yujan Ting Eric Z. Chen Hieu Tran Hong-ye Yu Weijing Huang Terrence Chen VLM LM&MA 117 1 0 19 Oct 2024
Representation Learning of Structured Data for Medical Foundation Models Vijay Prakash Dwivedi Viktor Schlegel Andy T. Liu Thanh-Tung Nguyen Abhinav Ramesh Kashyap Jeng Wei Wei-Hsian Yin Stefan Winkler R. Tan 61 0 0 17 Oct 2024
Scalable Drift Monitoring in Medical Imaging AI J. Merkow Felix J. Dorfner Xiyu Yang Alexander Ersoy Giridhar Dasegowda Mannudeep K. Kalra M. Lungren Christopher P. Bridge Ivan Tarapov 22 0 0 17 Oct 2024
Can Medical Vision-Language Pre-training Succeed with Purely Synthetic Data? Che Liu Zhongwei Wan Haozhe Wang Yinda Chen T. Qaiser Chen Jin Fariba Yousefi Nikolay Burlutskiy Rossella Arcucci VLM SyDa LM&MA MedIm 161 2 0 17 Oct 2024
The Disparate Benefits of Deep Ensembles Kajetan Schweighofer Adrián Arnaiz-Rodríguez Sepp Hochreiter Nuria Oliver FedML 86 1 0 17 Oct 2024
VividMed: Vision Language Model with Versatile Visual Grounding for Medicine Lingxiao Luo Bingda Tang Xuanzhong Chen Rong Han Ting Chen VLM 88 3 0 16 Oct 2024