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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"

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Title
BRISC: Annotated Dataset for Brain Tumor Segmentation and Classification with Swin-HAFNet Amirreza Fateh Yasin Rezvani Sara Moayedi Sadjad Rezvani Fatemeh Fateh Mansoor Fateh 24 0 0 17 Jun 2025
PictSure: Pretraining Embeddings Matters for In-Context Learning Image Classifiers Lukas Schiesser Cornelius Wolff Sophie Haas Simon Pukrop VLM 24 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 46 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 50 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 29 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 29 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 168 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 42 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 54 0 0 23 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 87 0 0 14 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 130 0 0 14 May 2025
Improving Generalization of Medical Image Registration Foundation Model Jing Hu Kaiwei Yu Hongjiang Xian Shu Hu Xin Wang MedIm 95 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 130 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 412 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 93 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 82 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 90 0 0 07 Apr 2025
Keeping Representation Similarity in Finetuning for Medical Image Analysis Wenqiang Zu Shenghao Xie Hao Chen Yiming Liang Lei Ma MedIm OOD 145 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 152 0 0 07 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 77 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 93 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 117 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 150 0 0 24 Feb 2025
Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives Dilermando Queiroz Anderson Carlos André Anjos Lilian Berton 126 0 0 24 Feb 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan Yuille Zongwei Zhou MedIm 150 11 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 302 27 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 269 240 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 Ziyi Wang Lingchuan Guo Chao He Yonghong He AI4CE 86 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 157 3 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 189 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 167 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 147 6 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 78 1 0 05 Nov 2024
Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios Jeaung Lee Jeewoo Lim Keunho Byeon Jin Tae Kwak 85 5 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 126 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 141 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 72 6 0 02 Oct 2024
OSSA: Unsupervised One-Shot Style Adaptation Robin Gerster Holger Caesar Matthias Rapp Alexander Wolpert Michael Teutsch VLM 102 0 0 01 Oct 2024
Medical Image Segmentation with SAM-generated Annotations Iira Häkkinen Iaroslav Melekhov Erik Englesson Hossein Azizpour Arno Solin VLM 117 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 88 2 0 27 Sep 2024
EFCM: Efficient Fine-tuning on Compressed Models for deployment of large models in medical image analysis Shaojie Li Zhaoshuo Diao 79 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 82 2 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 114 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 108 41 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 99 1 0 31 Jul 2024
Cost-effective Instruction Learning for Pathology Vision and Language Analysis Kaitao Chen Mianxin Liu Fang Yan Lei Ma Xiaoming Shi ... Xiaosong Wang Lifeng Zhu Zhe Wang Mu Zhou Shaoting Zhang 120 4 0 25 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 91 2 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 120 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 88 11 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 88 18 0 14 Jun 2024