Title
The Application of Deep Learning for Lymph Node Segmentation: A Systematic Review Jingguo Qu Xinyang Han Man-Lik Chui Yao Pu Simon Takadiyi Gunda ... Jing Qin Ann Dorothy King Winnie Chiu-Wing Chu J. Cai Michael Tin-Cheung Ying 9 0 0 09 May 2025
Reinforced Correlation Between Vision and Language for Precise Medical AI Assistant Haonan Wang Jiaji Mao Lehan Wang Qixiang Zhang Marawan Elbatel ... Weifeng Qin H. Li Jialin Liang Jun Shen Xiaomeng Li MedIm 18 0 0 06 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 89 0 0 25 Apr 2025
Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation Zihan Cheng Jintao Guo J. Zhang Lei Qi Luping Zhou Yinghuan Shi Yang Gao Mamba 33 0 0 24 Apr 2025
UCS: A Universal Model for Curvilinear Structure Segmentation Dianshuo Li Li Chen Y. Cao Kai Zhu Jun Cheng 28 0 0 05 Apr 2025
Dynamic Importance in Diffusion U-Net for Enhanced Image Synthesis Xi Wang Ziqi He Yang Zhou 32 0 0 04 Apr 2025
DBF-UNet: A Two-Stage Framework for Carotid Artery Segmentation with Pseudo-Label Generation Haoxuan Li Wei song Aofan Liu Peiwu Qin 34 0 0 01 Apr 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
S4M: Segment Anything with 4 Extreme Points A. Meyer Lorenzo Arboit Giuseppe Massimiani Francesco Brucchi Luca Emanuele Amodio Didier Mutter N. Padoy 29 0 0 07 Mar 2025
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation Xingxin He Yifan Hu Zhaoye Zhou Mohamed Jarraya Fang Liu VLM MedIm 32 1 0 17 Jan 2025
PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation Zhonghao Yan Zijin Yin Tianyu Lin Xiangzhu Zeng Kongming Liang Zhanyu Ma VLM MedIm 42 0 0 12 Jan 2025
Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer Xinyuan Shao Yiqing Shen Mathias Unberath MedIm 70 0 0 18 Dec 2024
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments Mingjian Li Mingyuan Meng Shuchang Ye David Dagan Feng Lei Bi Jinman Kim 80 0 0 18 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 64 2 0 03 Dec 2024
Optimized Vessel Segmentation: A Structure-Agnostic Approach with Small Vessel Enhancement and Morphological Correction Dongning Song Weijian Huang Jiarun Liu Md Jahidul Islam Hao Yang Shanshan Wang 65 0 0 22 Nov 2024
Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline Junlong Cheng Bin Fu Jin Ye Guoan Wang Tianbin Li ... J. Chen J. Li Yanzhou Su Min Zhu Junjun He VLM 71 4 0 19 Nov 2024
Leveraging Computational Pathology AI for Noninvasive Optical Imaging Analysis Without Retraining Danny Barash Emilie Manning Aidan Van Vleck Omri Hirsch Kyi Lei Aye ... Sumaira Aasi Kerri E. Rieger Kavita Y. Sarin Oren Freifeld Yonatan Winetraub 80 0 0 18 Nov 2024
DEeR: Deviation Eliminating and Noise Regulating for Privacy-preserving Federated Low-rank Adaptation Meilu Zhu Axiu Mao Jun Liu Yixuan Yuan 19 1 0 16 Oct 2024
Multi-modal Vision Pre-training for Medical Image Analysis Shaohao Rui Lingzhi Chen Zhenyu Tang Lilong Wang M. Liu S. Zhang Xiaosong Wang 12 0 0 14 Oct 2024
Few Exemplar-Based General Medical Image Segmentation via Domain-Aware Selective Adaptation Chen Xu Qiming Huang Yuqi Hou Jiangxing Wu Fan Zhang Hyung Jin Chang Jianbo Jiao 20 0 0 11 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 24 1 0 29 Sep 2024
Privacy-Preserving SAM Quantization for Efficient Edge Intelligence in Healthcare Zhikai Li Jing Zhang Qingyi Gu MedIm 28 0 0 14 Sep 2024
MedSAM-U: Uncertainty-Guided Auto Multi-Prompt Adaptation for Reliable MedSAM N. Zhou Ke Zou Kai Ren Mengting Luo Linchao He M. Wang Yidi Chen Yi Zhang Hu Chen Huazhu Fu MedIm 25 3 0 02 Sep 2024
Curriculum Prompting Foundation Models for Medical Image Segmentation Xiuqi Zheng Yuhang Zhang Haoran Zhang Hongrui Liang Xueqi Bao Zhuqing Jiang Qicheng Lao VLM MedIm 15 0 0 01 Sep 2024
PropSAM: A Propagation-Based Model for Segmenting Any 3D Objects in Multi-Modal Medical Images Zifan Chen Xinyu Nan Jiazheng Li Jie Zhao Haifeng Li ... Heyun Chen Yiting Liu Bin Dong Li Lyna Zhang L. Tang MedIm 32 0 0 25 Aug 2024
NuSegDG: Integration of Heterogeneous Space and Gaussian Kernel for Domain-Generalized Nuclei Segmentation Zhenye Lou Qing Xu Zekun Jiang Xiangjian He Zhen Chen Yi Wang Chenxin Li Maggie M. He Wenting Duan 14 1 0 21 Aug 2024
LCE: A Framework for Explainability of DNNs for Ultrasound Image Based on Concept Discovery Weiji Kong Xun Gong Juan Wang 16 1 0 19 Aug 2024
PRISM Lite: A lightweight model for interactive 3D placenta segmentation in ultrasound Hao Li Baris U. Oguz Gabriel Arenas Xing Yao Jiacheng Wang Alison Pouch Brett Byram Nadav Schwartz I. Oguz 24 0 0 09 Aug 2024
Novel adaptation of video segmentation to 3D MRI: efficient zero-shot knee segmentation with SAM2 A. Yu Mohsen Hariri Xuecen Zhang Mingrui Yang Vipin Chaudhary Xiaojuan Li VGen MedIm 19 1 0 08 Aug 2024
Medical SAM 2: Segment medical images as video via Segment Anything Model 2 Jiayuan Zhu Yunli Qi A. El Abbadi VLM MedIm 19 11 0 01 Aug 2024
Segment anything model 2: an application to 2D and 3D medical images Haoyu Dong Han Gu Yaqian Chen Jichen Yang Yuwen Chen Maciej Mazurowski VLM MedIm 24 13 0 01 Aug 2024
ASI-Seg: Audio-Driven Surgical Instrument Segmentation with Surgeon Intention Understanding Zhen Chen Zongmin Zhang Wenwu Guo Xingjian Luo Long Bai Jinlin Wu Hongliang Ren Hongbin Liu 23 5 0 28 Jul 2024
ESP-MedSAM: Efficient Self-Prompting SAM for Universal Domain-Generalized Medical Image Segmentation Qing Xu Jiaxuan Li Xiangjian He Ziyu Liu Zhen Chen ... Fiseha B. Tesema W. Cheah Yi Wang Rong Qu Jonathan M. Garibaldi MedIm VLM 12 0 0 19 Jul 2024
Interactive Segmentation Model for Placenta Segmentation from 3D Ultrasound images Hao Li Baris U. Oguz Gabriel Arenas Xing Yao Jiacheng Wang Alison Pouch Brett Byram Nadav Schwartz Ipek Oguz 22 1 0 10 Jul 2024
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM Aditya Murali Pietro Mascagni Didier Mutter N. Padoy VLM MedIm 32 1 0 09 Jul 2024
SAM-Med3D-MoE: Towards a Non-Forgetting Segment Anything Model via Mixture of Experts for 3D Medical Image Segmentation Guoan Wang Jin Ye Junlong Cheng Tianbin Li Zhaolin Chen Jianfei Cai Junjun He Bohan Zhuang MedIm 39 3 0 06 Jul 2024
CS3: Cascade SAM for Sperm Segmentation Yi Shi Xu-Peng Tian Yun-Kai Wang Tie-Yi Zhang Bin Yao Hui Wang Yong Shao Cen-Cen Wang Rong Zeng De-Chuan Zhan 27 0 0 04 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 14 9 0 24 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 57 0 0 03 Jun 2024
Self-supervised learning improves robustness of deep learning lung tumor segmentation to CT imaging differences Jue Jiang Aneesh Rangnekar H. Veeraraghavan OOD 14 0 0 14 May 2024
Perivascular space Identification Nnunet for Generalised Usage (PINGU) Ben Sinclair Lucy E Vivash Jasmine Moses Miranda Lynch William Pham ... David K Wright Dexiao Kong S. L. Naismith Terence J. O'Brien Meng Law 25 0 0 14 May 2024
Semantic Segmentation Refiner for Ultrasound Applications with Zero-Shot Foundation Models Hedda Cohen Indelman Elay Dahan Angeles M. Perez-Agosto Carmit Shiran D. Shaked Nati Daniel MedIm 16 0 0 25 Apr 2024
PRISM: A Promptable and Robust Interactive Segmentation Model with Visual Prompts Hao Li Han Liu Dewei Hu Jiacheng Wang I. Oguz VLM 27 8 0 23 Apr 2024
Adapting the Segment Anything Model During Usage in Novel Situations Robin Schon Julian Lorenz K. Ludwig Rainer Lienhart VLM 19 7 0 12 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 26 0 04 Apr 2024
Towards a Comprehensive, Efficient and Promptable Anatomic Structure Segmentation Model using 3D Whole-body CT Scans Heng Guo Jianfeng Zhang Jiaxing Huang Tony C. W. Mok Dazhou Guo Ke Yan Le Lu Dakai Jin Minfeng Xu MedIm 19 5 0 22 Mar 2024
Uncertainty-Aware Adapter: Adapting Segment Anything Model (SAM) for Ambiguous Medical Image Segmentation Mingzhou Jiang Jiaying Zhou Junde Wu Tianyang Wang Yueming Jin Min Xu MedIm 34 3 0 16 Mar 2024
FastSAM3D: An Efficient Segment Anything Model for 3D Volumetric Medical Images Yiqing Shen Jingxing Li Xinyuan Shao Blanca Inigo Romillo Ankush Jindal David Dreizin Mathias Unberath MedIm 24 10 0 14 Mar 2024
WSI-SAM: Multi-resolution Segment Anything Model (SAM) for histopathology whole-slide images Hong Liu Haosen Yang P. Diest J. Pluim M. Veta VLM 14 6 0 14 Mar 2024
SAM-Lightening: A Lightweight Segment Anything Model with Dilated Flash Attention to Achieve 30 times Acceleration Yanfei Song Bangzheng Pu Peng Wang Hongxu Jiang Dong Dong Yongxiang Cao Yiqing Shen VLM 25 12 0 14 Mar 2024