Title
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 26 0 0 15 May 2025
MAKE: Multi-Aspect Knowledge-Enhanced Vision-Language Pretraining for Zero-shot Dermatological Assessment Siyuan Yan X. Li Ming Hu Yiwen Jiang Zhen Yu Zongyuan Ge MedIm VLM 31 0 0 14 May 2025
Position: Restructuring of Categories and Implementation of Guidelines Essential for VLM Adoption in Healthcare Amara Tariq Rimita Lahiri Charles Kahn Imon Banerjee 31 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 34 0 0 11 May 2025
Describe Anything in Medical Images Xi Xiao Yunbei Zhang Thanh-Huy Nguyen Ba Thinh Lam Janet Wang ... Xingjian Li Xiaobei Wang Hao Xu Tianming Liu Min Xu MedIm VLM 49 0 0 09 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 43 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 49 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 51 0 0 04 May 2025
High-Fidelity Pseudo-label Generation by Large Language Models for Training Robust Radiology Report Classifiers Brian Wong Kaito Tanaka 37 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 67 0 0 02 May 2025
Multimodal Large Language Models for Medicine: A Comprehensive Survey Jiarui Ye Hao Tang LM&MA 91 0 0 29 Apr 2025
AI Alignment in Medical Imaging: Unveiling Hidden Biases Through Counterfactual Analysis Haroui Ma Francesco Quinzan Theresa Willem Stefan Bauer 76 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 68 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 Jiahui Geng MedIm 47 1 0 24 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 53 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 B. He Yuki Sahashi ... Angela Zhang Ben Athiwaratkun Shuaiwen Leon Song David Ouyang James Zou LM&MA 49 0 0 19 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 34 0 0 15 Apr 2025
Boosting multi-demographic federated learning for chest x-ray analysis using general-purpose self-supervised representations Mahshad Lotfinia Arash Tayebiarasteh Samaneh Samiei Mehdi Joodaki Soroosh Tayebi Arasteh 35 0 0 11 Apr 2025
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? Julio Silva-Rodríguez Jose Dolz Ismail ben Ayed VLM MedIm 40 0 0 07 Apr 2025
Beyond Conventional Transformers: The Medical X-ray Attention (MXA) Block for Improved Multi-Label Diagnosis Using Knowledge Distillation Amit Rand Hadi Ibrahim MedIm 57 0 0 03 Apr 2025
Language-Guided Trajectory Traversal in Disentangled Stable Diffusion Latent Space for Factorized Medical Image Generation Zahra Tehraninasab Amar Kumar Tal Arbel MedIm 59 0 0 30 Mar 2025
A Large-Scale Vision-Language Dataset Derived from Open Scientific Literature to Advance Biomedical Generalist AI Alejandro Lozano Min Woo Sun James Burgess Jeffrey Nirschl Christopher Polzak ... Xiaohan Wang Alfred Seunghoon Song Chiang Chia-Chun Robert Tibshirani Serena Yeung-Levy LM&MA 102 1 0 26 Mar 2025
Deep Perceptual Enhancement for Medical Image Analysis S. Sharif R. A. Naqvi Mithun Biswas Woong-Kee Loh MedIm 78 20 0 11 Mar 2025
Two-stage Deep Denoising with Self-guided Noise Attention for Multimodal Medical Images S. Sharif R. A. Naqvi Woong-Kee Loh 67 5 0 10 Mar 2025
CLIMB: Data Foundations for Large Scale Multimodal Clinical Foundation Models Wei Dai Peilin Chen Malinda Lu Daniel Li Haowen Wei Hejie Cui Paul Pu Liang LM&MA 56 1 0 09 Mar 2025
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations Ziyang Zhang Yang Yu Yucheng Chen Xulei Yang S. Yeo MedIm 56 1 0 02 Mar 2025
Artificially Generated Visual Scanpath Improves Multi-label Thoracic Disease Classification in Chest X-Ray Images Ashish Verma Aupendu Kar Krishnendu Ghosh S. K. Dhara Debashis Sen P. Biswas MedIm 46 0 0 01 Mar 2025
TagGAN: A Generative Model for Data Tagging Muhammad Nawaz Basma Nasir Tehseen Zia Zawar Hussain Catarina Moreira GAN MedIm 52 0 0 25 Feb 2025
MOVE: A Mixture-of-Vision-Encoders Approach for Domain-Focused Vision-Language Processing Matvey Skripkin Elizaveta Goncharova Dmitrii Tarasov Andrey Kuznetsov 67 0 0 24 Feb 2025
Diagnosing COVID-19 Severity from Chest X-Ray Images Using ViT and CNN Architectures Luis Lara Lucia Eve Berger Rajesh Raju ViT 37 0 0 23 Feb 2025
Simulations of Common Unsupervised Domain Adaptation Algorithms for Image Classification A. Chaddad Yihang Wu Yuchen Jiang Ahmed Bouridane Christian Desrosiers 71 2 0 15 Feb 2025
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation Mohammad Mahdi Abootorabi Amirhosein Zobeiri Mahdi Dehghani Mohammadali Mohammadkhani Bardia Mohammadi Omid Ghahroodi M. Baghshah Ehsaneddin Asgari RALM 105 4 0 12 Feb 2025
The Value of Information in Human-AI Decision-making Ziyang Guo Yifan Wu Jason D. Hartline Jessica Hullman FAtt 59 0 0 10 Feb 2025
CoRPA: Adversarial Image Generation for Chest X-rays Using Concept Vector Perturbations and Generative Models Amy Rafferty Rishi Ramaesh Ajitha Rajan MedIm AAML 56 0 0 04 Feb 2025
Fairness Analysis of CLIP-Based Foundation Models for X-Ray Image Classification Xiangyu Sun Xiaoguang Zou Yuanquan Wu Guotai Wang S. Zhang MedIm VLM 73 0 0 31 Jan 2025
Embedding-Driven Diversity Sampling to Improve Few-Shot Synthetic Data Generation Ivan Lopez Fateme Nateghi Haredasht Kaitlin Caoili Jonathan H. Chen Akshay S. Chaudhari MedIm SyDa 63 0 0 28 Jan 2025
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 98 154 0 28 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 49 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 257 1 0 21 Jan 2025
Visual RAG: Expanding MLLM visual knowledge without fine-tuning Mirco Bonomo Simone Bianco VLM 73 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 69 3 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 53 2 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 70 8 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 154 205 0 10 Jan 2025
MedCoDi-M: 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 44 0 0 10 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 26 0 0 31 Dec 2024
Libra: Leveraging Temporal Images for Biomedical Radiology Analysis Xi Zhang Zaiqiao Meng Jake Lever Edmond S. L. Ho MedIm 101 0 0 28 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 125 0 0 25 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 102 4 0 19 Nov 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 69 2 0 17 Oct 2024