Title
A Narrative Review on Large AI Models in Lung Cancer Screening, Diagnosis, and Treatment Planning Jiachen Zhong Yiting Wang Di Zhu Ziwei Wang LM&MA AI4CE 32 1 0 01 Jul 2025
Privacy-Preserving Chest X-ray Classification in Latent Space with Homomorphically Encrypted Neural Inference Jonghun Kim Gyeongdeok Jo Shinyoung Ra Hyunjin Park 19 0 0 18 Jun 2025
Improving Medical Visual Representation Learning with Pathological-level Cross-Modal Alignment and Correlation Exploration Jun Wang Lixing Zhu Xiaohan Yu A. Bhalerao Yulan He 113 0 0 12 Jun 2025
Uncovering Reliable Indicators: Improving IoC Extraction from Threat Reports Evangelos Froudakis Athanasios Avgetidis Sean Tyler Frankum R. Perdisci M. Antonakakis Angelos Keromytis 13 0 0 12 Jun 2025
DIsoN: Decentralized Isolation Networks for Out-of-Distribution Detection in Medical Imaging Felix Wagner Pramit Saha Harry Anthony J. A. Noble Konstantinos Kamnitsas OOD 23 0 0 10 Jun 2025
Efficient Medical Vision-Language Alignment Through Adapting Masked Vision Models Chenyu Lian Hong-Yu Zhou Dongyun Liang J. Qin L. Wang MedIm VLM 28 0 0 10 Jun 2025
Foundation Models in Medical Imaging -- A Review and Outlook Vivien van Veldhuizen Vanessa Botha C. Lu Melis Erdal Cesur Kevin Groot Lipman ... Cees Snoek Lodewyk Wessels Ritse Mann Eric Marcus Jonas Teuwen MedIm VLM AI4CE 51 0 0 10 Jun 2025
CXR-LT 2024: A MICCAI challenge on long-tailed, multi-label, and zero-shot disease classification from chest X-ray Mingquan Lin G. Holste Song Wang Yiliang Zhou Yishu Wei ... Hao Chen Adam Flanders George Shih Zhangyang Wang Yifan Peng LM&MA 15 0 0 09 Jun 2025
Any-Class Presence Likelihood for Robust Multi-Label Classification with Abundant Negative Data Dumindu Tissera Omar Awadallah Muhammad Umair Danish Ayan Sadhu Katarina Grolinger 49 0 0 06 Jun 2025
Full Conformal Adaptation of Medical Vision-Language Models Julio Silva-Rodríguez Leo Fillioux P. Cournède Maria Vakalopoulou Stergios Christodoulidis Ismail Ben Ayed Jose Dolz VLM 55 0 0 06 Jun 2025
Towards generating more interpretable counterfactuals via concept vectors: a preliminary study on chest X-rays Bulat Maksudov Kathleen Curran Alessandra Mileo MedIm 47 1 0 04 Jun 2025
Enhancing Biomedical Multi-modal Representation Learning with Multi-scale Pre-training and Perturbed Report Discrimination Xinliu Zhong Kayhan Batmanghelich Li Sun 56 1 0 02 Jun 2025
Diverse Prototypical Ensembles Improve Robustness to Subpopulation Shift Minh-Son To Paul F RWilson Viet Nguyen Mohamed Harmanani Michael Cooper Fahimeh Fooladgar Purang Abolmaesumi Parvin Mousavi Rahul G. Krishnan 23 0 0 29 May 2025
Interpreting Chest X-rays Like a Radiologist: A Benchmark with Clinical Reasoning Jinquan Guan Qi Chen Lizhou Liang Yuhang Liu Vu Minh Hieu Phan Minh-Son To Jian Chen Yutong Xie LM&MA LRM 30 0 0 29 May 2025
Can Modern NLP Systems Reliably Annotate Chest Radiography Exams? A Pre-Purchase Evaluation and Comparative Study of Solutions from AWS, Google, Azure, John Snow Labs, and Open-Source Models on an Independent Pediatric Dataset Shruti Hegde Mabon Manoj Ninan Jonathan R. Dillman Shireen Hayatghaibi Lynn Babcock Elanchezhian Somasundaram 25 0 0 29 May 2025
Towards Scalable Language-Image Pre-training for 3D Medical Imaging Chenhui Zhao Yiwei Lyu Asadur Chowdury Edward Harake A. Kondepudi Akshay Rao X. Hou Honglak Lee Todd C. Hollon LM&MA MedIm 34 0 0 28 May 2025
Risk-Sensitive Conformal Prediction for Catheter Placement Detection in Chest X-rays Long Hui 33 0 0 28 May 2025
Multimodal Federated Learning With Missing Modalities through Feature Imputation Network Pranav Poudel Aavash Chhetri P. Gyawali Georgios Leontidis Binod Bhattarai 7 0 0 26 May 2025
Advancements in Medical Image Classification through Fine-Tuning Natural Domain Foundation Models Mobina Mansoori Sajjad Shahabodini Farnoush Bayatmakou J. Abouei Konstantinos N. Plataniotis Arash Mohammadi 33 0 0 26 May 2025
FastCAV: Efficient Computation of Concept Activation Vectors for Explaining Deep Neural Networks Laines Schmalwasser Niklas Penzel Joachim Denzler Julia Niebling 42 0 0 23 May 2025
Harnessing EHRs for Diffusion-based Anomaly Detection on Chest X-rays Harim Kim Yuhan Wang Minkyu Ahn Heeyoul Choi Yuyin Zhou Charmgil Hong MedIm 691 0 0 22 May 2025
CLEAR: A Clinically-Grounded Tabular Framework for Radiology Report Evaluation Yuyang Jiang Chacha Chen Shengyuan Wang Feng Li Zecong Tang ... Lydia Chelala Christopher M. Straus Reve Chahine Samuel G. Armato III Chenhao Tan 22 0 0 22 May 2025
Aligning Explanations with Human Communication Jacopo Teneggi Zhenzhen Wang Paul H. Yi Tianmin Shu Jeremias Sulam 173 0 0 21 May 2025
On the Robustness of Medical Vision-Language Models: Are they Truly Generalizable? Raza Imam Rufael Marew Mohammad Yaqub AAML VLM 73 0 0 21 May 2025
RADAR: Enhancing Radiology Report Generation with Supplementary Knowledge Injection Wenjun Hou Yi Cheng Kaishuai Xu Heng Li Yan Hu Wenjie Li Jiang Liu 103 0 0 20 May 2025
Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning Xiaoyu Yang Jie Lu En Yu 52 1 0 19 May 2025
On the Interplay of Human-AI Alignment,Fairness, and Performance Trade-offs in Medical Imaging Haozhe Luo Ziyu Zhou Zixin Shu Aurélie Pahud de Mortanges Robert Berke Mauricio Reyes 64 0 0 15 May 2025
MAKE: Multi-Aspect Knowledge-Enhanced Vision-Language Pretraining for Zero-shot Dermatological Assessment Siyuan Yan Xiaochen Li Ming Hu Yiwen Jiang Zhen Yu Zongyuan Ge MedIm VLM 79 0 0 14 May 2025
Explainability Through Human-Centric Design for XAI in Lung Cancer Detection Amy Rafferty Rishi Ramaesh Ajitha Rajan 186 0 0 14 May 2025
VLM-KG: Multimodal Radiology Knowledge Graph Generation Abdullah Abdullah Seong Tae Kim 77 0 0 13 May 2025
Position: Restructuring of Categories and Implementation of Guidelines Essential for VLM Adoption in Healthcare Amara Tariq Rimita Lahiri Charles Kahn Imon Banerjee 64 0 0 12 May 2025
Multi-Modal Explainable Medical AI Assistant for Trustworthy Human-AI Collaboration Honglong Yang Shanshan Song Yi Qin Lehan Wang Haonan Wang Xinpeng Ding Qixiang Zhang Bodong Du Xuelong Li LM&MA 86 0 0 11 May 2025
Describe Anything in Medical Images Xi Xiao Yunbei Zhang Thanh-Huy Nguyen Ba Thinh Lam Janet Wang ... Xiaobei Wang Xiao Wang Hao Xu Tianming Liu Min Xu MedIm VLM 184 0 0 09 May 2025
Biomed-DPT: Dual Modality Prompt Tuning for Biomedical Vision-Language Models Wei Peng Kang Liu Jianchen Hu Meng Zhang VLM LM&MA 115 0 0 08 May 2025
False Promises in Medical Imaging AI? Assessing Validity of Outperformance Claims Evangelia Christodoulou Annika Reinke Pascaline Andrè Patrick Godau P. Kalinowski ... Amber L. Simpson A. Kopp-Schneider Gaël Varoquaux O. Colliot Lena Maier-Hein 62 0 0 07 May 2025
Natural Language Generation in Healthcare: A Review of Methods and Applications Mengxian Lyu Xiaohan Li Ziyi Chen Jinqian Pan Cheng Peng Sankalp Talankar Yonghui Wu LM&MA 92 0 0 07 May 2025
Retrieval-augmented in-context learning for multimodal large language models in disease classification Zaifu Zhan Shuang Zhou Xiaoshan Zhou Yongkang Xiao Jun Wang Jiawen Deng He Zhu Yu Hou Rui Zhang 92 0 0 04 May 2025
High-Fidelity Pseudo-label Generation by Large Language Models for Training Robust Radiology Report Classifiers Brian Wong Kaito Tanaka 76 0 0 03 May 2025
Any-to-Any Vision-Language Model for Multimodal X-ray Imaging and Radiological Report Generation Daniele Molino Francesco Di Feola Linlin Shen Paolo Soda V. Guarrasi MedIm LM&MA 125 1 0 02 May 2025
IP-CRR: Information Pursuit for Interpretable Classification of Chest Radiology Reports Yuyan Ge Kwan Ho Ryan Chan Pablo Messina René Vidal 62 0 0 30 Apr 2025
Multimodal Large Language Models for Medicine: A Comprehensive Survey Jiarui Ye Hao Tang LM&MA 178 0 0 29 Apr 2025
AI Alignment in Medical Imaging: Unveiling Hidden Biases Through Counterfactual Analysis Haroui Ma Francesco Quinzan Theresa Willem Stefan Bauer 129 0 0 28 Apr 2025
Reason Like a Radiologist: Chain-of-Thought and Reinforcement Learning for Verifiable Report Generation Peiyuan Jing Kinhei Lee Zhenxuan Zhang Huichi Zhou Zhengqing Yuan Zhifan Gao Lei Zhu G. Papanastasiou Yingying Fang Guang Yang MedIm OffRL LRM 115 0 0 25 Apr 2025
Evaluating and Mitigating Bias in AI-Based Medical Text Generation Xiuying Chen Tairan Wang Juexiao Zhou Zirui Song Xin Gao Wei Wei MedIm 79 3 0 24 Apr 2025
Single-loop Algorithms for Stochastic Non-convex Optimization with Weakly-Convex Constraints Ming-Hsuan Yang Gang Li Quanqi Hu Qihang Lin Tianbao Yang 76 1 0 21 Apr 2025
Causal Disentanglement for Robust Long-tail Medical Image Generation Weizhi Nie Zichun Zhang Weijie Wang Bruno Lepri Anan Liu Nicu Seb DiffM MedIm OOD CML 203 0 0 20 Apr 2025
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Rahul Thapa Andrew Li Qingyang Wu Bryan He Yuki Sahashi ... Angela Zhang Ben Athiwaratkun Shuaiwen Leon Song David Ouyang James Zou LM&MA 174 0 0 19 Apr 2025
CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning Yang Yue Yulin Wang Chenxin Tao Pan Liu Shiji Song Gao Huang MedIm 75 0 0 18 Apr 2025
DART: Disease-aware Image-Text Alignment and Self-correcting Re-alignment for Trustworthy Radiology Report Generation Sang-Jun Park Keun-Soo Heo Dong-Hee Shin Young-Han Son Ji-Hye Oh Tae-Eui Kam MedIm 53 0 0 16 Apr 2025
AFiRe: Anatomy-Driven Self-Supervised Learning for Fine-Grained Representation in Radiographic Images Yihang Liu Lianghua He Y. Wen Longzhen Yang Hongzhou Chen MedIm 135 0 0 15 Apr 2025