UniverSeg: Universal Medical Image Segmentation

12 April 2023

V. Butoi

Jose Javier Gonzalez Ortiz

Papers citing "UniverSeg: Universal Medical Image Segmentation"

42 / 42 papers shown

Title
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 28 0 0 14 May 2025
Federated Client-tailored Adapter for Medical Image Segmentation Guyue Hu Siyuan Song Yukun Kang Z. Yin Gangming Zhao Chenglong Li Jin Tang FedML MedIm 121 0 0 25 Apr 2025
Prompt-Tuning SAM: From Generalist to Specialist with only 2048 Parameters and 16 Training Images Tristan Piater Björn Barz Alexander Freytag VLM MedIm 55 0 0 23 Apr 2025
Deep Learning in Concealed Dense Prediction Pancheng Zhao Deng-Ping Fan Shupeng Cheng Salman Khan F. Khan David A. Clifton P. Xu Jufeng Yang VLM 25 0 0 15 Apr 2025
SAM2 for Image and Video Segmentation: A Comprehensive Survey Zhang Jiaxing Tang Hao VLM 50 0 0 17 Mar 2025
Building 3D In-Context Learning Universal Model in Neuroimaging Jiesi Hu Hanyang Peng Yanwu Yang Xutao Guo Yang Shang P. Shi Chenfei Ye Ting Ma 62 0 0 04 Mar 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 97 17 0 17 Jan 2025
SegHeD+: Segmentation of Heterogeneous Data for Multiple Sclerosis Lesions with Anatomical Constraints and Lesion-aware Augmentation Berke Doga Basaran Paul M. Matthews Wenjia Bai 71 0 0 14 Dec 2024
MLV $^2$ -Net: Rater-Based Majority-Label Voting for Consistent Meningeal Lymphatic Vessel Segmentation Fabian Bongratz Markus Karmann Adrian Holz Moritz Bonhoeffer Viktor Neumaier ... Claus Zimmer C. Sorg Melissa Thalhammer D. Hedderich Christian Wachinger 28 0 0 13 Nov 2024
ST-NeRP: Spatial-Temporal Neural Representation Learning with Prior Embedding for Patient-specific Imaging Study Liang Qiu Liyue Shen Lianli Liu Junyan Liu Yizheng Chen Lei Xing 33 1 0 25 Oct 2024
Data Adaptive Few-shot Multi Label Segmentation with Foundation Model Gurunath Reddy D. Shanbhag Deepa Anand 21 0 0 13 Oct 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
Exploring Loss Landscapes through the Lens of Spin Glass Theory Hao Liao Wei Zhang Zhanyi Huang Zexiao Long Mingyang Zhou Xiaoqun Wu Rui Mao Chi Ho Yeung 38 2 0 30 Jul 2024
DINOv2 Rocks Geological Image Analysis: Classification, Segmentation, and Interpretability Florent Brondolo Samuel Beaussant AI4CE 24 0 0 25 Jul 2024
CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor Segmentation Zhongzhen Huang Yankai Jiang Rongzhao Zhang Shaoting Zhang Xiaofan Zhang MedIm 62 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 40 7 0 08 Jun 2024
Feasibility and benefits of joint learning from MRI databases with different brain diseases and modalities for segmentation Wentian Xu Matthew Moffat Thalia Seale Ziyun Liang Felix Wagner ... David Menon Virginia Newcombe Natalie Voets Abhirup Banerjee Konstantinos Kamnitsas 16 3 0 28 May 2024
Unsupervised Meta-Learning via In-Context Learning Anna Vettoruzzo Lorenzo Braccaioli Joaquin Vanschoren M. Nowaczyk SSL 54 0 0 25 May 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 29 4 0 16 May 2024
Spider: A Unified Framework for Context-dependent Concept Segmentation Xiaoqi Zhao Youwei Pang Wei Ji Baicheng Sheng Jiaming Zuo Lihe Zhang Huchuan Lu 29 6 0 02 May 2024
Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image Segmentation Tanvi Deshpande Eva Prakash E. Ross C. Langlotz Andrew Ng Jeya Maria Jose Valanarasu MedIm SyDa VLM 30 1 0 25 Apr 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
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging Lingdong Shen Fangxin Shang Xiaoshuang Huang Yehui Yang Haifeng Huang Shiming Xiang VLM 19 3 0 25 Mar 2024
MatchSeg: Towards Better Segmentation via Reference Image Matching Ruiqiang Xiao Jiayu Huo Haotian Zheng Yang Liu Sebastien Ourselin Rachel Sparks VLM MedIm 19 1 0 23 Mar 2024
A Survey on Domain Generalization for Medical Image Analysis Ziwei Niu Shuyi Ouyang Shiao Xie Yen-wei Chen Lanfen Lin OOD LM&MA 13 5 0 07 Feb 2024
Exploring the Transferability of a Foundation Model for Fundus Images: Application to Hypertensive Retinopathy Julio Silva-Rodríguez Jihed Chelbi Waziha Kabir H. Chakor Jose Dolz Ismail Ben Ayed Riadh Kobbi MedIm 39 0 0 27 Jan 2024
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya-Qin Zhang Yanfeng Wang Weidi Xie VLM MedIm 30 36 0 28 Dec 2023
Flexible visual prompts for in-context learning in computer vision Thomas Foster Ioana Croitoru Robert Dorfman Christoffer Edlund Thomas Varsavsky Jon Almazán VLM VOS 30 0 0 11 Dec 2023
GMISeg: General Medical Image Segmentation without Re-Training Jing Xu VLM 10 1 0 21 Nov 2023
One-shot Localization and Segmentation of Medical Images with Foundation Models Deepa Anand Gurunath Reddy Vanika Singhal D. Shanbhag KS Shriram ... Dawei Gui R. Mullick Avinash Gopal Parminder Bhatia Taha A. Kass-Hout MedIm 37 13 0 28 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 19 18 0 23 Sep 2023
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization Ke Wang Zanting Ye Xiang Xie Haidong Cui Tao Chen Banteng Liu 12 9 0 06 Sep 2023
AnyStar: Domain randomized universal star-convex 3D instance segmentation Neel Dey S. M. Abulnaga Benjamin Billot Esra Abaci Turk P. E. Grant Adrian V. Dalca Polina Golland MedIm 23 10 0 13 Jul 2023
Empirical Analysis of a Segmentation Foundation Model in Prostate Imaging Heejong Kim V. Butoi Adrian V. Dalca Daniel J. A. Margolis M. Sabuncu OOD MedIm 13 6 0 06 Jul 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 12 7 0 21 Jun 2023
On the Challenges and Perspectives of Foundation Models for Medical Image Analysis Shaoting Zhang Dimitris N. Metaxas LM&MA VLM MedIm AI4CE 26 128 0 09 Jun 2023
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation Yinda Chen Che Liu Wei Huang Sibo Cheng Rossella Arcucci Zhiwei Xiong VLM MedIm 14 48 0 07 Jun 2023
Neuralizer: General Neuroimage Analysis without Re-Training Steffen Czolbe H. Dickinson OOD 30 12 0 04 May 2023
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Julio Silva-Rodríguez Jose Dolz Ismail Ben Ayed 57 12 0 29 Mar 2023
CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection Jie Liu Yixiao Zhang Jieneng Chen Junfei Xiao Yongyi Lu Bennett A. Landman Yixuan Yuan Alan Yuille Yucheng Tang Zongwei Zhou VLM MedIm 27 188 0 02 Jan 2023
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,659 0 09 Mar 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 247 36,237 0 25 Aug 2016