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 / 71 papers shown

Title
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 26 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 26 0 0 14 May 2025
Improving Generalization of Medical Image Registration Foundation Model Jing Hu Kaiwei Yu Hongjiang Xian Shu Hu Xin Wang MedIm 34 0 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 52 0 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 141 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 43 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 40 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 38 0 0 07 Apr 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 B. Kainz MedIm 59 0 0 13 Mar 2025
Keeping Representation Similarity in Finetuning for Medical Image Analysis Wenqiang Zu Shenghao Xie Hao Chen Yiming Liang Lei Ma MedIm OOD 48 0 0 10 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 Z. Wang MedIm 34 0 0 02 Mar 2025
Dynamic Gradient Sparsification Training for Few-Shot Fine-tuning of CT Lymph Node Segmentation Foundation Model Zihao Luo Zijun Gao Wenjun Liao Shichuan Zhang Guotai Wang Xiangde Luo 43 0 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 66 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 76 0 0 24 Feb 2025
Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives Dilermando Queiroz Anderson Carlos André Anjos Lilian Berton 45 0 0 24 Feb 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan L. Yuille Zongwei Zhou MedIm 46 8 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 105 18 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 154 205 0 10 Jan 2025
Unlocking adaptive digital pathology through dynamic feature learning Jiawen Li Tian Guan Qingxin Xia Yunhong Wang Xitong Ling ... Xiu-Wu Bian Zhilin Wang Lingchuan Guo Chao He Yonghong He AI4CE 36 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 76 2 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 106 0 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 113 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 J. Li Yanzhou Su Min Zhu Junjun He VLM 84 4 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 45 0 0 05 Nov 2024
Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios Jeaung Lee Jeewoo Lim Keunho Byeon Jin Tae Kwak 40 3 0 21 Oct 2024
Semi-Supervised Fine-Tuning of Vision Foundation Models with Content-Style Decomposition M. Drozdova Vitaliy Kinakh Yury Belousov E. Lastufka Slava Voloshynovskiy 36 3 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 34 4 0 02 Oct 2024
OSSA: Unsupervised One-Shot Style Adaptation Robin Gerster Holger Caesar Matthias Rapp Alexander Wolpert Michael Teutsch VLM 34 0 0 01 Oct 2024
Medical Image Segmentation with SAM-generated Annotations Iira Häkkinen Iaroslav Melekhov Erik Englesson Hossein Azizpour Arno Solin VLM 33 0 0 30 Sep 2024
How Effective is Pre-training of Large Masked Autoencoders for Downstream Earth Observation Tasks? Jose Sosa Mohamed Aloulou Danila Rukhovich Rim Sleimi Boonyarit Changaival Anis Kacem Djamila Aouada 40 0 0 27 Sep 2024
EFCM: Efficient Fine-tuning on Compressed Models for deployment of large models in medical image analysis Shaojie Li Zhaoshuo Diao 29 0 0 18 Sep 2024
Tissue Concepts: supervised foundation models in computational pathology Till Nicke Jan Raphael Schaefer Henning Hoefener Friedrich Feuerhake Dorit Merhof Fabian Kiessling Johannes Lotz MedIm 50 0 0 05 Sep 2024
Exploring the Feasibility of Multimodal Chatbot AI as Copilot in Pathology Diagnostics: Generalist Model's Pitfall Mianxin Liu Jianfeng Wu Fang Yan Hongjun Li Wei Wang Shaoting Zhang Zhe Wang LM&MA 34 0 0 04 Sep 2024
Segment Anything in Medical Images and Videos: Benchmark and Deployment Jun Ma Sumin Kim Feifei Li Mohammed Baharoon Reza Asakereh Hongwei Lyu Bo Wang VLM MedIm 44 31 0 06 Aug 2024
A Federated Learning-Friendly Approach for Parameter-Efficient Fine-Tuning of SAM in 3D Segmentation Mothilal Asokan Difei Gao Joya Chen Mike Zheng Shou FedML MedIm 39 1 0 31 Jul 2024
General Vision Encoder Features as Guidance in Medical Image Registration Fryderyk Kogl Anna Reithmeir Vasiliki Sideri-Lampretsa Ines P. Machado R. Braren Daniel Rückert Julia A. Schnabel Veronika A. Zimmer MedIm 37 0 0 18 Jul 2024
Probing the Efficacy of Federated Parameter-Efficient Fine-Tuning of Vision Transformers for Medical Image Classification Naif Alkhunaizi Faris Almalik Rouqaiah Al-Refai Muzammal Naseer Karthik Nandakumar MedIm 76 2 0 16 Jul 2024
MedBench: A Comprehensive, Standardized, and Reliable Benchmarking System for Evaluating Chinese Medical Large Language Models Mianxin Liu Jinru Ding Jie Xu Weiguo Hu Xiaoyang Li ... Haofen Wang Tong Ruan Xuanjing Huang Xin Sun Shaoting Zhang ELM AI4MH LM&MA 29 9 0 24 Jun 2024
BrainFounder: Towards Brain Foundation Models for Neuroimage Analysis Joseph Cox Peng Liu Skylar E. Stolte Yunchao Yang Kang Liu Kyle B. See Huiwen Ju Ruogu Fang MedIm 26 13 0 14 Jun 2024
CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor Segmentation Zhongzhen Huang Yankai Jiang Rongzhao Zhang Shaoting Zhang Xiaofan Zhang MedIm 70 4 0 11 Jun 2024
UniUSNet: A Promptable Framework for Universal Ultrasound Disease Prediction and Tissue Segmentation Zehui Lin Zhuoneng Zhang Xindi Hu Zhifan Gao Xin Yang Yue Sun Dong Ni Tao Tan 62 0 0 03 Jun 2024
A Foundation Model for Brain Lesion Segmentation with Mixture of Modality Experts Xinru Zhang N. Ou Berke Doga Basaran Marco Visentin Mengyun Qiao ... Ouyang Cheng Yaou Liu Paul M. Matthew Chuyang Ye Wenjia Bai MedIm 32 4 0 16 May 2024
Discrepancy-based Diffusion Models for Lesion Detection in Brain MRI Keqiang Fan Xiaohao Cai M. Niranjan MedIm DiffM 43 2 0 08 May 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions Yuting He Fuxiang Huang Xinrui Jiang Yuxiang Nie Minghao Wang Jiguang Wang Hao Chen LM&MA AI4CE 71 27 0 04 Apr 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 45 5 0 24 Mar 2024
OpenMEDLab: An Open-source Platform for Multi-modality Foundation Models in Medicine Xiaosong Wang Xiaofan Zhang Guotai Wang Junjun He Zhongyu Li ... Jie Zhao Kang Li Xin Sun Lifeng Zhu Shaoting Zhang LM&MA VLM MedIm 40 7 0 28 Feb 2024
Neural Radiance Fields in Medical Imaging: A Survey Xin Wang Shu Hu Heng Fan Hongtu Zhu Hongtu Zhu Xin Li MedIm 41 1 0 26 Feb 2024
Enhancing the vision-language foundation model with key semantic knowledge-emphasized report refinement Cheng Li Weijian Huang Hao Yang Jiarun Liu Shanshan Wang MedIm 30 4 0 21 Jan 2024
Fusing Echocardiography Images and Medical Records for Continuous Patient Stratification Nathan Painchaud P. Courand Pierre-Marc Jodoin Nicolas Duchateau Olivier Bernard 39 2 0 15 Jan 2024
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions Yichi Zhang Zhenrong Shen Rushi Jiao VLM MedIm 28 114 0 07 Jan 2024