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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"

40 / 90 papers shown

Title
OSSA: Unsupervised One-Shot Style Adaptation Robin Gerster Holger Caesar Matthias Rapp Alexander Wolpert Michael Teutsch VLM 138 0 0 01 Oct 2024
Medical Image Segmentation with SAM-generated Annotations Iira Häkkinen Iaroslav Melekhov Erik Englesson Hossein Azizpour Arno Solin VLM 139 1 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 134 3 0 27 Sep 2024
EFCM: Efficient Fine-tuning on Compressed Models for deployment of large models in medical image analysis Shaojie Li Zhaoshuo Diao 117 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 110 3 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 128 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 154 51 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 115 3 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 167 5 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 107 3 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 144 3 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 100 16 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 120 29 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 165 8 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 187 3 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 116 13 0 16 May 2024
Discrepancy-based Diffusion Models for Lesion Detection in Brain MRI Keqiang Fan Xiaohao Cai M. Niranjan MedIm DiffM 147 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 207 67 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 121 7 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 178 10 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 136 3 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 130 5 0 21 Jan 2024
Fusing Echocardiography Images and Medical Records for Continuous Patient Stratification Nathan Painchaud Jérémie Stym-Popper P. Courand Nicolas Thome Pierre-Marc Jodoin Nicolas Duchateau Olivier Bernard 95 4 0 15 Jan 2024
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions Yichi Zhang Zhenrong Shen Rushi Jiao VLM MedIm 156 188 0 07 Jan 2024
MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning Liang Peng Songyue Cai Zongqian Wu Huifang Shang Xiaofeng Zhu Xiaoxiao Li 130 20 0 22 Dec 2023
CLIP in Medical Imaging: A Comprehensive Survey Zihao Zhao Yuxiao Liu Han Wu Yonghao Li Sheng Wang L. Teng Disheng Liu Zhiming Cui Qian Wang Dinggang Shen CLIP MedIm LM&MA VLM 287 24 0 12 Dec 2023
ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting Yankai Jiang Zhongzhen Huang Rongzhao Zhang Xiaofan Zhang Shaoting Zhang VLM 139 14 0 07 Dec 2023
Enhancing the Reliability of Segment Anything Model for Auto-Prompting Medical Image Segmentation with Uncertainty Rectification Yichi Zhang Shiyao Hu Sijie Ren Chen Jiang Yuan Cheng Yuan Qi MedIm 134 8 0 17 Nov 2023
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour Amirhossein Kazerouni I. Rekik Dorit Merhof VLM MedIm 186 86 0 28 Oct 2023
SonoSAMTrack -- Segment and Track Anything on Ultrasound Images Hariharan Ravishankar Rohan Patil V. Melapudi Harsh Suthar Stephan Anzengruber Parminder Bhatia Kass-Hout Taha Pavan Annangi 97 0 0 25 Oct 2023
Dual-Reference Source-Free Active Domain Adaptation for Nasopharyngeal Carcinoma Tumor Segmentation across Multiple Hospitals Hong Wang Jing Chen Shenmin Zhang Yuan He Jinfeng Xu Mengwan Wu Jinlan He Wenjun Liao Xiangde Luo 138 30 0 23 Sep 2023
When is a Foundation Model a Foundation Model Saghir Alfasly Peyman Nejat S. Hemati Jibran A. Khan Isaiah Lahr ... Aaron Mangold Lisa Boardman Vijay H. Shah Joaquin J. Garcia H. R. Tizhoosh MedIm 64 6 0 14 Sep 2023
Sparks of Large Audio Models: A Survey and Outlook S. Latif Moazzam Shoukat Fahad Shamshad Muhammad Usama Yi Ren ... Wenwu Wang Xulong Zhang Roberto Togneri Johan Sulaeman Björn W. Schuller LM&MA AuLLM 326 46 0 24 Aug 2023
MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated Dataset Guotai Wang Jianghao Wu Xiangde Luo Xinglong Liu Kang Li Shaoting Zhang 89 32 0 29 Jun 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 196 19 0 26 Jun 2023
DIAS: A Dataset and Benchmark for Intracranial Artery Segmentation in DSA sequences Wentao Liu Tong Tian Lemeng Wang Weijing Xu Lei Li ... H. Yang Feng Gao Yiming Deng Xin Yang Ruisheng Su 186 11 0 21 Jun 2023
ChatCAD+: Towards a Universal and Reliable Interactive CAD using LLMs Zihao Zhao Sheng Wang Jinchen Gu Yitao Zhu Lanzhuju Mei Zixu Zhuang Zhiming Cui Qian Wang Dinggang Shen LM&MA 130 49 0 25 May 2023
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A Survey Yichi Zhang Rushi Jiao MedIm VLM 188 32 0 05 May 2023
Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation Junde Wu Rao Fu Yuanpei Liu Huihui Fang Zhao-Yang Wang Yanwu Xu Yueming Jin VLM MedIm 301 598 0 25 Apr 2023
SenseCare: A Research Platform for Medical Image Informatics and Interactive 3D Visualization Qi Duan Guotai Wang Rui Wang Chaohao Fu Xinjun Li ... Xinglong Liu Qing Xia Zhiqiang Hu Ning Huang Shaoting Zhang 115 22 0 03 Apr 2020