Segment Anything Model for Medical Image Analysis: an Experimental Study

20 April 2023

Papers citing "Segment Anything Model for Medical Image Analysis: an Experimental Study"

50 / 200 papers shown

Title
Pro2SAM: Mask Prompt to SAM with Grid Points for Weakly Supervised Object Localization Xi Yang Songsong Duan Nannan Wang Xinbo Gao WSOL 66 0 0 08 May 2025
Mix-QSAM: Mixed-Precision Quantization of the Segment Anything Model Navin Ranjan Andreas E. Savakis MQ VLM 61 0 0 08 May 2025
Accelerating Volumetric Medical Image Annotation via Short-Long Memory SAM 2 Yuwen Chen Zafer Yildiz Qihang Li Yaqian Chen Haoyu Dong Hanxue Gu N. Konz Maciej Mazurowski MedIm VLM 34 0 0 03 May 2025
RadSAM: Segmenting 3D radiological images with a 2D promptable model Julien Khlaut Elodie Ferreres Daniel Tordjman Hélène Philippe Tom Boeken Pierre Manceron Corentin Dancette MedIm VLM 40 0 0 29 Apr 2025
Advancing Embodied Intelligence in Robotic-Assisted Endovascular Procedures: A Systematic Review of AI Solutions Tianliang Yao Bo Lu Markus Kowarschik Yixuan Yuan Hubin Zhao Sebastien Ourselin Kaspar Althoefer Junbo Ge Peng Qi 31 0 0 21 Apr 2025
Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists Y. Wang Zekun Li Lei Qi Qian Yu Yinghuan Shi Yang Gao 32 0 0 01 Apr 2025
Flip Learning: Weakly Supervised Erase to Segment Nodules in Breast Ultrasound Yuhao Huang Ao Chang Haoran Dou X. Tao Xinrui Zhou ... Ruobing Huang Alejandro F Frangi Lingyun Bao Xin Yang Dong Ni 79 1 0 26 Mar 2025
PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation Yiheng Zhong Zihong Luo Chengzhi Liu Feilong Tang Zelin Peng Ming Hu Y. Hu Jionglong Su Zongyuan Geand Imran Razzak MedIm 58 0 0 23 Mar 2025
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation Zanting Ye Xiaolong Niu Xuanbin Wu Wenxiang Yi Yuan Chang Lijun Lu 43 0 0 19 Mar 2025
Segment Any-Quality Images with Generative Latent Space Enhancement Guangqian Guo Yoong Guo Xuehui Yu Wenbo Li Yaoxing Wang Shan Gao VLM 70 0 0 16 Mar 2025
ROS-SAM: High-Quality Interactive Segmentation for Remote Sensing Moving Object Zhe Shan Yang Liu Lei Zhou C. Yan H. Wang Xia Xie 36 0 0 15 Mar 2025
E-SAM: Training-Free Segment Every Entity Model Weiming Zhang Dingwen Xiao Lei Chen Lin Wang VLM 52 0 0 15 Mar 2025
SAS: Segment Anything Small for Ultrasound -- A Non-Generative Data Augmentation Technique for Robust Deep Learning in Ultrasound Imaging Danielle L. Ferreira Ahana Gangopadhyay Hsi-Ming Chang Ravi Soni Gopal Avinash 35 0 0 07 Mar 2025
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity Mining Haoran Wang Lian Huai Wenbin Li Lei Qi Xingqun Jiang Yinghuan Shi MedIm 56 1 0 06 Mar 2025
Interactive Segmentation and Report Generation for CT Images Yannian Gu Wenhui Lei Hanyu Chen Xiaofan Zhang S. Zhang 53 0 0 05 Mar 2025
SurgiSAM2: Fine-tuning a foundational model for surgical video anatomy segmentation and detection Devanish N. Kamtam Joseph B. Shrager Satya Deepya Malla Xiaohan Wang Nicole Lin Juan J. Cardona Serena Yeung-Levy Clarence Hu VLM 50 0 0 05 Mar 2025
VesselSAM: Leveraging SAM for Aortic Vessel Segmentation with LoRA and Atrous Attention Adnan Iltaf Rayan Merghani Ahmed Bin Li Bin Li Shoujun Zhou 44 0 0 25 Feb 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li H. Wang Weibo Ma Qing Chang VLM MedIm 99 0 0 24 Feb 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
Static Segmentation by Tracking: A Frustratingly Label-Efficient Approach to Fine-Grained Segmentation Zhenyang Feng Zihe Wang Saul Ibaven Bueno Tomasz Frelek Advikaa Ramesh ... Hilmar Lapp Charles V. Stewart T. Berger-Wolf Yu-Chuan Su Wei-Lun Chao 39 0 0 12 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 46 0 0 12 Jan 2025
Region-Guided Attack on the Segment Anything Model (SAM) Xiaoliang Liu F. Shen Jian Zhao AAML 23 0 0 03 Jan 2025
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
Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer Xinyuan Shao Yiqing Shen Mathias Unberath MedIm 75 0 0 18 Dec 2024
Adapting Segment Anything Model (SAM) to Experimental Datasets via Fine-Tuning on GAN-based Simulation: A Case Study in Additive Manufacturing Anika Tabassum Amirkoushyar Ziabari 67 0 0 16 Dec 2024
EchoONE: Segmenting Multiple echocardiography Planes in One Model Jiongtong Hu Wei Zhuo Jun Cheng Yingying Liu Wufeng Xue Dong Ni 87 1 0 04 Dec 2024
Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow Network Delin An Pengfei Gu Milan Sonka Chaoli Wang D. Z. Chen 64 1 0 21 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
ITACLIP: Boosting Training-Free Semantic Segmentation with Image, Text, and Architectural Enhancements M. Arda Aydın Efe Mert Çırpar Elvin Abdinli Gözde B. Ünal Y. Sahin VLM 59 0 0 18 Nov 2024
Zero-shot capability of SAM-family models for bone segmentation in CT scans Caroline Magg Hoel Kervadec Clara I. Sánchez VLM 26 1 0 13 Nov 2024
MSEG-VCUQ: Multimodal SEGmentation with Enhanced Vision Foundation Models, Convolutional Neural Networks, and Uncertainty Quantification for High-Speed Video Phase Detection Data Chika Maduabuchi Ericmoore Jossou Matteo Bucci 21 0 0 12 Nov 2024
Exploiting the Segment Anything Model (SAM) for Lung Segmentation in Chest X-ray Images Gabriel Bellon de Carvalho Jurandy Almeida MedIm 30 0 0 05 Nov 2024
ZIM: Zero-Shot Image Matting for Anything Beomyoung Kim Chanyong Shin Joonhyun Jeong Hyungsik Jung Se Yun Lee Sewhan Chun Dong-Hyun Hwang Joonsang Yu VLM 26 2 0 01 Nov 2024
How Good Are We? Evaluating Cell AI Foundation Models in Kidney Pathology with Human-in-the-Loop Enrichment Junlin Guo Siqi Lu Can Cui Ruining Deng Tianyuan Yao ... Catie Chang Mitchell Wilkes Mengmeng Yin Haichun Yang Yuankai Huo MedIm 38 1 0 31 Oct 2024
Transferable Adversarial Attacks on SAM and Its Downstream Models Song Xia Wenhan Yang Yi Yu Xun Lin Henghui Ding Lingyu Duan Xudong Jiang AAML SILM 39 6 0 26 Oct 2024
Gaze-Assisted Medical Image Segmentation Leila Khaertdinova Ilya S. Pershin Tatiana Shmykova Bulat Ibragimov MedIm 18 3 0 23 Oct 2024
VideoSAM: A Large Vision Foundation Model for High-Speed Video Segmentation Chika Maduabuchi Ericmoore Jossou Matteo Bucci 31 1 0 22 Oct 2024
RClicks: Realistic Click Simulation for Benchmarking Interactive Segmentation Anton Antonov Andrey Moskalenko Denis Shepelev Alexander Krapukhin Konstantin Soshin Anton Konushin V. Shakhuro 22 0 0 15 Oct 2024
MANet: Fine-Tuning Segment Anything Model for Multimodal Remote Sensing Semantic Segmentation Xianping Ma Xiaokang Zhang Man-On Pun Bo Huang 21 3 0 15 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 45 0 0 11 Oct 2024
A SAM based Tool for Semi-Automatic Food Annotation Lubnaa Abdur Rahman Ioannis Papathanail Lorenzo Brigato S. Mougiakakou 16 0 0 11 Oct 2024
K-SAM: A Prompting Method Using Pretrained U-Net to Improve Zero Shot Performance of SAM on Lung Segmentation in CXR Images Mohamed Deriche Mohammad Marufur 14 0 0 09 Oct 2024
Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision Mélanie Gaillochet Christian Desrosiers H. Lombaert VLM MedIm 21 1 0 30 Sep 2024
Medical Image Segmentation with SAM-generated Annotations Iira Häkkinen Iaroslav Melekhov Erik Englesson Hossein Azizpour Juho Kannala VLM 20 0 0 30 Sep 2024
SOS: Segment Object System for Open-World Instance Segmentation With Object Priors Christian Wilms Tim Rolff Maris Hillemann Robert Johanson Simone Frintrop VLM 29 1 0 22 Sep 2024
Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation Zhikai Wei Wenhui Dong Peilin Zhou Yuliang Gu Zhou Zhao Yongchao Xu VLM MedIm 17 3 0 19 Sep 2024
PSFHS Challenge Report: Pubic Symphysis and Fetal Head Segmentation from Intrapartum Ultrasound Images Jieyun Bai Zihao Zhou Zhanhong Ou Gregor Koehler Raphael Stock ... Mei Zhong Gaowen Chen Víctor M. Campello Yaosheng Lu Karim Lekadir 19 0 0 17 Sep 2024
Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis Liu Li Hanchun Wang Matthew Baugh Qiang Ma Weitong Zhang Cheng Ouyang Daniel Rueckert Bernhard Kainz MedIm 25 0 0 15 Sep 2024
Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images Hualiang Wang Yiqun Lin Xinpeng Ding X. Li Mamba 34 2 0 13 Sep 2024
Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation? Kerem Cekmeceli Meva Himmetoglu G. I. Tombak A. Susmelj Ertunc Erdil E. Konukoglu MedIm 22 2 0 12 Sep 2024