v1v2 (latest)

On the Challenges and Perspectives of Foundation Models for Medical Image Analysis

9 June 2023

Papers citing "On the Challenges and Perspectives of Foundation Models for Medical Image Analysis"

50 / 90 papers shown

Title
Development and validation of an AI foundation model for endoscopic diagnosis of esophagogastric junction adenocarcinoma: a cohort and deep learning study Yikun Ma Bo Li Ying Chen Zijie Yue Shuchang Xu ... Jialong Zhuo Xiaofen Wu Lisha Yi Miaojing Shi Huihui Sun 24 0 0 22 Sep 2025
DinoAtten3D: Slice-Level Attention Aggregation of DinoV2 for 3D Brain MRI Anomaly Classification Fazle Rafsani Jay Shah C. Chong T. Schwedt Teresa Wu 12 0 0 15 Sep 2025
ALL-PET: A Low-resource and Low-shot PET Foundation Model in Projection Domain Bin Huang Kang Chen Bingxuan Li Huafeng Liu Qiegen Liu MedIm 74 0 0 11 Sep 2025
Foundational Models and Federated Learning: Survey, Taxonomy, Challenges and Practical Insights Cosmin Hatfaludi Alex Serban FedML 68 0 0 05 Sep 2025
Generalist versus Specialist Vision Foundation Models for Ocular Disease and Oculomics Yukun Zhou Paul Nderitu Jocelyn Hui Lin Goh Justin Engelmann S. Wagner ... Carol Y Cheung T. Y. Wong Daniel C. Alexander Yih-Chung Tham P. Keane MedIm VLM 28 0 0 03 Sep 2025
Pixels Under Pressure: Exploring Fine-Tuning Paradigms for Foundation Models in High-Resolution Medical Imaging Zahra Tehraninasab Amar Kumar Tal Arbel MedIm 25 0 0 19 Aug 2025
Impact of Clinical Image Quality on Efficient Foundation Model Finetuning Yucheng Tang Pawel Rajwa Alexander Ng Yipei Wang Wen Yan ... F. Giganti S. Punwani Daniel C. Alexander Veeru Kasivisvanathan Yipeng Hu MedIm 52 0 0 16 Aug 2025
PSScreen: Partially Supervised Multiple Retinal Disease Screening Boyi Zheng Qing Liu 68 0 0 14 Aug 2025
RedDino: A foundation model for red blood cell analysisInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Luca Zedda A. Loddo Cecilia Di Ruberto Carsten Marr 50 0 0 11 Aug 2025
Benchmarking Foundation Models for Mitotic Figure Classification Jonas Ammeling J. Ganz Emely Rosbach Ludwig Lausser C. Bertram Katharina Breininger Marc Aubreville OOD 49 0 0 06 Aug 2025
MAUP: Training-free Multi-center Adaptive Uncertainty-aware Prompting for Cross-domain Few-shot Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Yazhou Zhu Haofeng Zhang 24 0 0 05 Aug 2025
A Survey of Multimodal Ophthalmic Diagnostics: From Task-Specific Approaches to Foundational Models Xiaoling Luo Ruli Zheng Qiaojian Zheng Zibo Du Shuo Yang Meidan Ding Qihao Xu Chengliang Liu LinLin Shen 64 1 0 31 Jul 2025
MedIQA: A Scalable Foundation Model for Prompt-Driven Medical Image Quality AssessmentInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Siyi Xun Yue Sun Jingkun Chen Zitong Yu Tong Tong Xiaohong Liu Mingxiang Wu Tao Tan MedIm 31 1 0 25 Jul 2025
BRISC: Annotated Dataset for Brain Tumor Segmentation and Classification with Swin-HAFNet Amirreza Fateh Yasin Rezvani Sara Moayedi Sadjad Rezvani Fatemeh Fateh Mansoor Fateh Vahid Abolghasemi 94 5 0 17 Jun 2025
PictSure: Pretraining Embeddings Matters for In-Context Learning Image Classifiers Lukas Schiesser Cornelius Wolff Sophie Haas Simon Pukrop VLM 66 0 0 16 Jun 2025
Brain Imaging Foundation Models, Are We There Yet? A Systematic Review of Foundation Models for Brain Imaging and Biomedical Research Salah Ghamizi G. Kanli Yu Deng Magali Perquin O. Keunen MedIm AI4CE 117 0 0 16 Jun 2025
Unleashing Diffusion and State Space Models for Medical Image Segmentation Rong Wu Ziqi Chen Liming Zhong Heng Li Hai Shu MedIm 137 0 0 15 Jun 2025
Brain Network Analysis Based on Fine-tuned Self-supervised Model for Brain Disease Diagnosis Yifei Tang Hongjie Jiang Changhong Jing Hieu Pham Shuqiang Wang MedIm 80 0 0 13 Jun 2025
3D-RAD: A Comprehensive 3D Radiology Med-VQA Dataset with Multi-Temporal Analysis and Diverse Diagnostic Tasks Xiaotang Gai Jiaxiang Liu Yichen Li Zijie Meng Jian Wu Zuozhu Liu VGen 47 0 0 11 Jun 2025
SAM-aware Test-time Adaptation for Universal Medical Image Segmentation Jianghao Wu Yicheng Wu Yutong Xie Wenjia Bai You Zhang Feilong Tang Yulong Li Yasmeen George Imran Razzak MedIm 188 0 0 05 Jun 2025
A Large Convolutional Neural Network for Clinical Target and Multi-organ Segmentation in Gynecologic Brachytherapy with Multi-stage Learning Mingzhe Hu Yuan Gao Yuheng Li Ricahrd LJ Qiu Chih-Wei Chang ... Yuan Shao J. Roper Jill Remick Zhen Tian Xiaofeng Yang 67 0 0 01 Jun 2025
Pixels to Prognosis: Harmonized Multi-Region CT-Radiomics and Foundation-Model Signatures Across Multicentre NSCLC Data Shruti Atul Mali Zohaib Salahuddin Danial Khan Yumeng Zhang Henry C. Woodruff Eduardo Ibor-Crespo Ana Pastor L. Martí-Bonmatí Philippe Lambin 86 0 0 23 May 2025
Using Foundation Models as Pseudo-Label Generators for Pre-Clinical 4D Cardiac CT Segmentation Anne-Marie Rickmann S. Thorn S. Ahn Supum Lee Selen Uman ... Nicole Guerrera Francis G. Spinale Jason A. Burdick Albert J Sinusas James S. Duncan MedIm 156 0 0 14 May 2025
BioVFM-21M: Benchmarking and Scaling Self-Supervised Vision Foundation Models for Biomedical Image Analysis Jiarun Liu Hong-Yu Zhou Weijian Huang Hao Yang Dongning Song Tao Tan Yong Liang Shanshan Wang MedIm 154 0 0 14 May 2025
Improving Generalization of Medical Image Registration Foundation Model Jing Hu Kaiwei Yu Hongjiang Xian Shu Hu Xin Wang MedIm 149 1 0 10 May 2025
Prompt to Polyp: Medical Text-Conditioned Image Synthesis with Diffusion Models Mikhail Chaichuk Sushant Gautam Steven A. Hicks Elena Tutubalina DiffM MedIm 206 2 0 08 May 2025
Evaluating Vision Language Model Adaptations for Radiology Report Generation in Low-Resource Languages Marco Salmè R. Sicilia Paolo Soda V. Guarrasi 575 0 0 02 May 2025
Aligning Large Language Models with Healthcare Stakeholders: A Pathway to Trustworthy AI Integration Kexin Ding Mu Zhou Akshay Chaudhari Shaoting Zhang Dimitris N. Metaxas LM&MA 123 0 0 02 May 2025
Physical foundations for trustworthy medical imaging: a review for artificial intelligence researchers Miriam Cobo David Corral Fontecha Wilson Silva Lara Lloret Iglesias OOD MedIm AI4CE 109 0 0 28 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 130 0 0 07 Apr 2025
Exploring Representation Invariance in Finetuning Wenqiang Zu Shenghao Xie Hao Chen Zhiqiang Chen Lei Ma ... Junliang Ye Bo Lei Tiejun Huang Guoqi Li Lei Ma MedIm OOD 189 0 0 10 Mar 2025
L-FUSION: Laplacian Fetal Ultrasound Segmentation & Uncertainty Estimation J. Müller Robert Wright Thomas Day Lorenzo Venturini Samuel Budd Hadrien Reynaud J. Hajnal Reza Razavi Bernhard Kainz MedIm 282 0 0 07 Mar 2025
Dynamic Gradient Sparsification Training for Few-Shot Fine-tuning of CT Lymph Node Segmentation Foundation ModelInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Zihao Luo Zijun Gao Wenjun Liao Shichuan Zhang Guotai Wang Xiangde Luo 143 0 0 02 Mar 2025
MFM-DA: Instance-Aware Adaptor and Hierarchical Alignment for Efficient Domain Adaptation in Medical Foundation Models Jia-Xuan Jiang Wenhui Lei Yifeng Wu Hongtao Wu Furong Li Yining Xie Xiaofan Zhang Zhenting Wang MedIm 89 1 0 02 Mar 2025
Can We Simplify Slide-level Fine-tuning of Pathology Foundation Models? Jiawen Li Jiali Hu Qiehe Sun Renao Yan Minxi Ouyang Tian Guan Anjia Han Chao He Yonghong He MedIm 163 0 0 28 Feb 2025
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review Ufaq Khan Umair Nawaz A. Qayyum Shazad Ashraf Muhammad Bilal Junaid Qadir 193 2 0 24 Feb 2025
Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives Dilermando Queiroz Anderson Carlos André Anjos Lilian Berton 150 0 0 24 Feb 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Yaoyao Liu Zongwei Zhou MedIm 191 12 0 20 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 415 54 0 17 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 389 329 0 10 Jan 2025
Unlocking adaptive digital pathology through dynamic feature learning Jiawen Li Tian Guan Qingxin Xia Yanjie Wang Xitong Ling ... Xiu-Wu Bian Liang Luo Lingchuan Guo Chao He Yonghong He AI4CE 120 0 0 31 Dec 2024
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions Kai Sun Siyan Xue F. Sun Haoran Sun Yu-Juan Luo ... Xinzhou Wang Lei Yang Shuo Jin Jun Yan Jiahong Dong AI4CE 201 13 0 03 Dec 2024
LaB-RAG: Label Boosted Retrieval Augmented Generation for Radiology Report Generation Steven Song Anirudh Subramanyam Irene Madejski Robert L. Grossman MedIm VLM 213 1 0 25 Nov 2024
TransFair: Transferring Fairness from Ocular Disease Classification to Progression Prediction Leila Gheisi Henry Chu Raju Gottumukkala Yan Luo Xingquan Zhu Mengyu Wang Min Shi MedIm 193 0 0 24 Nov 2024
Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline Junlong Cheng Bin Fu Jin Ye Guoan Wang Tianbin Li ... Jianfei Chen Jiajian Li Yanzhou Su Min Zhu Junjun He VLM 185 14 0 19 Nov 2024
Foundation AI Model for Medical Image Segmentation Rina Bao Erfan Darzi Sheng He Chuan-Heng Hsiao M. Hussain Jingpeng Li Atle Bjornerud Ellen Grant Yangming Ou VLM LM&MA MedIm AI4MH 94 2 0 05 Nov 2024
Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios Jeaung Lee Jeewoo Lim Keunho Byeon Jin Tae Kwak 107 9 0 21 Oct 2024
Zero-Shot Pupil Segmentation with SAM 2: A Case Study of Over 14 Million Images Virmarie Maquiling Sean Anthony Byrne D. Niehorster Marco Carminati Enkelejda Kasneci VLM 186 2 0 11 Oct 2024
Semi-Supervised Fine-Tuning of Vision Foundation Models with Content-Style Decomposition M. Drozdova Vitaliy Kinakh Yury Belousov E. Lastufka Slava Voloshynovskiy 177 4 0 02 Oct 2024
Towards a vision foundation model for comprehensive assessment of Cardiac MRI Athira J. Jacob Indraneel Borgohain T. Chitiboi Puneet Sharma Dorin Comaniciu Daniel Rueckert MedIm 128 6 0 02 Oct 2024