One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts

28 December 2023

Papers citing "One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts"

33 / 33 papers shown

Title
Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models Yankai Jiang Peng Zhang D. Yang Yuan Tian Hai Lin X. Wang MedIm 31 0 0 05 May 2025
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation Linshan Wu Yuxiang Nie Sunan He Jiaxin Zhuang Hao Chen LM&MA MedIm 68 0 0 30 Apr 2025
Multimodal Large Language Models for Medicine: A Comprehensive Survey Jiarui Ye Hao Tang LM&MA 76 0 0 29 Apr 2025
BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation Rafi Ibn Sultan Hui Zhu Chengyin Li Dongxiao Zhu 47 0 0 30 Mar 2025
Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study Soumitri Chattopadhyay Basar Demir Marc Niethammer VLM 56 0 0 28 Mar 2025
FetalFlex: Anatomy-Guided Diffusion Model for Flexible Control on Fetal Ultrasound Image Synthesis Yaofei Duan Tao Tan Zhiyuan Zhu Yuhao Huang Yuanji Zhang ... Guangzhi He Linliang Yin Xuedong Deng Xin Yang Dong Ni MedIm 59 0 0 19 Mar 2025
MAST-Pro: Dynamic Mixture-of-Experts for Adaptive Segmentation of Pan-Tumors with Knowledge-Driven Prompts Runqi Meng S. Song Pengfei Jin Y. Oh L. Teng ... L. Chen X. Li Quanzheng Li Ning Guo Dinggang Shen 48 0 0 18 Mar 2025
Towards Universal Text-driven CT Image Segmentation Yuheng Li Yuxiang Lai Maria Thor Deborah Marshall Zachary Buchwald D. Yu Xiaofeng Yang MedIm VLM 50 2 0 08 Mar 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan L. Yuille Zongwei Zhou MedIm 39 7 0 20 Jan 2025
Adaptivity can help exponentially for shadow tomography Sitan Chen Weiyuan Gong Zhihan Zhang 36 0 0 26 Dec 2024
Efficient MedSAMs: Segment Anything in Medical Images on Laptop Jun Ma Feifei Li Sumin Kim Reza Asakereh Bao-Hiep Le ... Hao Wei Wu Yuan Shuangle Li Yuyin Zhou Bo Wang VLM MedIm 75 0 0 20 Dec 2024
Large Language Model with Region-guided Referring and Grounding for CT Report Generation Z. Chen Yequan Bie Haibo Jin Hao Chen 87 0 0 23 Nov 2024
VividMed: Vision Language Model with Versatile Visual Grounding for Medicine Lingxiao Luo Bingda Tang Xuanzhong Chen Rong Han Ting Chen VLM 21 2 0 16 Oct 2024
VoxelPrompt: A Vision-Language Agent for Grounded Medical Image Analysis Andrew Hoopes V. Butoi John Guttag Adrian V. Dalca MedIm LM&MA 29 1 0 10 Oct 2024
ReXplain: Translating Radiology into Patient-Friendly Video Reports Luyang Luo Jenanan Vairavamurthy Xiaoman Zhang Abhinav Kumar Ramon R. Ter-Oganesyan S. Dan Shilo Rydhwana Hossain Mike Moritz Pranav Rajpurkar MedIm LM&MA 23 3 0 01 Oct 2024
Universal Medical Image Representation Learning with Compositional Decoders Kaini Wang Ling Yang Siping Zhou Guangquan Zhou Wentao Zhang Bin Cui Shuo Li SSL MedIm 26 0 0 30 Sep 2024
LoRKD: Low-Rank Knowledge Decomposition for Medical Foundation Models Haolin Li Yuhang Zhou Ziheng Zhao Siyuan Du Jiangchao Yao Weidi Xie Ya Zhang Yanfeng Wang 29 1 0 29 Sep 2024
Towards Ground-truth-free Evaluation of Any Segmentation in Medical Images Ahjol Senbi Tianyu Huang Fei Lyu Qing Li Yuhui Tao ... Qiang Chen Chengyan Wang Shuo Wang Tao Zhou Yizhe Zhang MedIm 21 0 0 23 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 40 27 0 06 Aug 2024
MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine Yunfei Xie Ce Zhou Lang Gao Juncheng Wu Xianhang Li ... Sheng Liu Lei Xing James Zou Cihang Xie Yuyin Zhou LM&MA MedIm 64 23 0 06 Aug 2024
RaTEScore: A Metric for Radiology Report Generation W. Zhao Chaoyi Wu X. Zhang Ya Zhang Yanfeng Wang Weidi Xie 21 8 0 24 Jun 2024
An Empirical Study on the Fairness of Foundation Models for Multi-Organ Image Segmentation Qin Li Yizhe Zhang Yan Li Jun Lyu Meng Liu ... Xinran Wu Yajing Zhang Yinghua Chu Shuo Wang Chengyan Wang 59 1 0 18 Jun 2024
CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor Segmentation Zhongzhen Huang Yankai Jiang Rongzhao Zhang Shaoting Zhang Xiaofan Zhang MedIm 59 4 0 11 Jun 2024
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context Sucheng Ren Xiaoke Huang Xianhang Li Junfei Xiao Jieru Mei Zeyu Wang Alan Yuille Yuyin Zhou MedIm 32 7 0 08 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 60 0 0 03 Jun 2024
Improving Segment Anything on the Fly: Auxiliary Online Learning and Adaptive Fusion for Medical Image Segmentation Tianyu Huang Tao Zhou Weidi Xie Shuo Wang Qingquan Dou Yizhe Zhang MedIm 35 0 0 03 Jun 2024
RadGenome-Chest CT: A Grounded Vision-Language Dataset for Chest CT Analysis Xiaoman Zhang Chaoyi Wu Ziheng Zhao Jiayu Lei Ya-Qin Zhang Yanfeng Wang Weidi Xie 21 16 0 25 Apr 2024
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions Yichi Zhang Zhenrong Shen Rushi Jiao VLM MedIm 20 109 0 07 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 21 20 0 04 Jan 2024
Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy Zdravko Marinov Paul F. Jäger Jan Egger Jens Kleesiek Rainer Stiefelhagen 24 16 0 23 Nov 2023
A Survey on Image-text Multimodal Models Ruifeng Guo Jingxuan Wei Linzhuang Sun Khai Le-Duc Guiyong Chang Dawei Liu Sibo Zhang Zhengbing Yao Mingjun Xu Liping Bu VLM 21 5 0 23 Sep 2023
Segment Anything Model for Medical Images? Yuhao Huang Yitian Zhao Lei Mou H. Fu Ao Chang ... Lei Li Vicente Grau M. Akiba Fajin Dong Jiang-Dong Liu VLM 75 29 0 28 Apr 2023
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 229 74,467 0 18 May 2015