SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model

10 April 2023

Klaus H. Maier-Hein

Papers citing "SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model"

50 / 58 papers shown

Title
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 44 0 0 14 May 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 64 2 0 06 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 45 2 0 17 Jan 2025
Adaptive Interactive Segmentation for Multimodal Medical Imaging via Selection Engine Zhi Li Kai Zhao Yaqi Wang Shuai Wang 69 0 0 29 Nov 2024
Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline Junlong Cheng Bin Fu Jin Ye Guoan Wang Tianbin Li ... Jianfei Chen J. Li Yanzhou Su Min Zhu Junjun He VLM 84 4 0 19 Nov 2024
Segment Anything for Dendrites from Electron Microscopy Zewen Zhuo I. Belevich Ville Leinonen E. Jokitalo Tarja Malm Alejandra Sierra Jussi Tohka 29 1 0 04 Nov 2024
On Efficient Variants of Segment Anything Model: A Survey Xiaorui Sun Xiaozhong Liu H. Shen Xiaofeng Zhu Ping Hu VLM 48 4 0 07 Oct 2024
Adapting Segment Anything Model to Melanoma Segmentation in Microscopy Slide Images Qingyuan Liu Avideh Zakhor VLM 29 0 0 03 Oct 2024
Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision Mélanie Gaillochet Christian Desrosiers H. Lombaert VLM MedIm 27 1 0 30 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 35 2 0 12 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 45 1 0 25 Aug 2024
Image Segmentation in Foundation Model Era: A Survey Tianfei Zhou Fei Zhang Boyu Chang Wenguan Wang Ye Yuan E. Konukoglu Daniel Cremers VLM 42 4 0 23 Aug 2024
GoodSAM++: Bridging Domain and Capacity Gaps via Segment Anything Model for Panoramic Semantic Segmentation Weiming Zhang Yexin Liu Xu Zheng Lin Wang VLM 50 5 0 17 Aug 2024
SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More Tianrun Chen Ankang Lu Lanyun Zhu Chaotao Ding Chunan Yu Deyi Ji Z. Li Lingyun Sun Papa Mao Ying Zang VLM MedIm 51 19 0 08 Aug 2024
Interactive 3D Medical Image Segmentation with SAM 2 Chuyun Shen Wenhao Li Yuhang Shi Xiangfeng Wang VLM MedIm 28 13 0 05 Aug 2024
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation Shreyank N. Gowda David A. Clifton MedIm 31 1 0 31 Jul 2024
SAM-CP: Marrying SAM with Composable Prompts for Versatile Segmentation Pengfei Chen Lingxi Xie Xinyue Huo Xuehui Yu Xiaopeng Zhang Yingfei Sun Zhenjun Han Qi Tian VLM 68 1 0 23 Jul 2024
A Survey on Trustworthiness in Foundation Models for Medical Image Analysis Congzhen Shi Ryan Rezai Jiaxi Yang Qi Dou Xiaoxiao Li MedIm 31 4 0 03 Jul 2024
APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation Weizhao He Yang Zhang Wei Zhuo Linlin Shen Jiaqi Yang Songhe Deng Liang Sun VLM 40 8 0 12 Jun 2024
SimSAM: Zero-shot Medical Image Segmentation via Simulated Interaction Benjamin Towle Xin Chen Ke Zhou MedIm 37 1 0 02 Jun 2024
All in One Framework for Multimodal Re-identification in the Wild He Li Mang Ye Ming Zhang Bo Du 35 9 0 08 May 2024
Ultrasound SAM Adapter: Adapting SAM for Breast Lesion Segmentation in Ultrasound Images Zhengzheng Tu Le Gu Xixi Wang Bo Jiang MedIm 41 3 0 23 Apr 2024
Machine Learning Techniques for MRI Data Processing at Expanding Scale Taro Langner 32 0 0 22 Apr 2024
Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding Zhiheng Cheng Qingyue Wei Hongru Zhu Yan Wang Liangqiong Qu Wei Shao Yuyin Zhou MedIm 41 27 0 27 Mar 2024
Segment Any Medical Model Extended Yihao Liu Jiaming Zhang Andres Diaz-Pinto Haowei Li A. Martin-Gomez Amir Kheradmand Mehran Armand VLM MedIm 23 7 0 26 Mar 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 24 5 0 22 Mar 2024
Achieve Fairness without Demographics for Dermatological Disease Diagnosis Ching-Hao Chiu Yu-Jen Chen Yawen Wu Yiyu Shi Tsung-Yi Ho 38 4 0 16 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 37 22 0 04 Jan 2024
SurgicalPart-SAM: Part-to-Whole Collaborative Prompting for Surgical Instrument Segmentation Wenxi Yue Jing Zhang Kun Hu Qiuxia Wu Zongyuan Ge Yong Xia Jiebo Luo Zhiyong Wang 29 3 0 22 Dec 2023
Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy Zdravko Marinov Paul F. Jäger Jan Egger Jens Kleesiek Rainer Stiefelhagen 35 17 0 23 Nov 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 20 3 0 17 Nov 2023
Open-NeRF: Towards Open Vocabulary NeRF Decomposition Hao Zhang Fang Li Narendra Ahuja 22 11 0 25 Oct 2023
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation Cheng Chen Juzheng Miao Dufan Wu Zhiling Yan Sekeun Kim ... Lichao Sun Xiang Li Tianming Liu Pheng-Ann Heng Quanzheng Li MedIm 53 58 0 16 Sep 2023
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Yiming Zhang Tianang Leng Kun Han Xiaohui Xie 28 18 0 31 Aug 2023
False Negative/Positive Control for SAM on Noisy Medical Images Xing Yao Han Liu Dewei Hu Daiwei Lu Ange Lou ... Gabriel Arenas Baris U. Oguz Nadav Schwartz Brett Byram I. Oguz MedIm 33 13 0 20 Aug 2023
SAMedOCT: Adapting Segment Anything Model (SAM) for Retinal OCT Botond Fazekas José Morano Dmitrii Lachinov Guilherme Aresta Hrvoje Bogunović MedIm 22 8 0 18 Aug 2023
SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation Wenxi Yue Jing Zhang Kun Hu Yong-quan Xia Jiebo Luo Zhiyong Wang VLM MedIm 34 62 0 17 Aug 2023
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation? Risab Biswas MedIm 33 22 0 12 Aug 2023
Industrial Segment Anything -- a Case Study in Aircraft Manufacturing, Intralogistics, Maintenance, Repair, and Overhaul Keno Moenck Arne Wendt Philipp Prünte Julian Koch Arne Sahrhage ... Falko Kähler Dirk Holst Martin Gomse Thorsten Schuppstuhl Daniel Schoepflin VLM 26 6 0 24 Jul 2023
$$\mathrm{SAM^{Med}}$: A medical image annotation framework based on large vision model$ $\mathrm{SAM^{Med}}$ : A medical image annotation framework based on large vision model Chenglong Wang Dexuan Li Sucheng Wang Chengxiu Zhang Yida Wang Yun-hui Liu Guang Yang VLM MedIm 32 19 0 11 Jul 2023
A Survey of Deep Learning in Sports Applications: Perception, Comprehension, and Decision Zhonghan Zhao Wenhao Chai Shengyu Hao Wenhao Hu Guanhong Wang Shidong Cao Min-Gyoo Song Jenq-Neng Hwang Gaoang Wang 32 17 0 07 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 19 6 0 06 Jul 2023
SAMAug: Point Prompt Augmentation for Segment Anything Model Haixing Dai Chong Ma Zhiling Yan Zheng Liu Enze Shi ... Wei Liu Quanzheng Li Lichao Sun Shu Zhang Tianming Liu Xiang Li VLM 39 44 0 03 Jul 2023
SAM-DA: UAV Tracks Anything at Night with SAM-Powered Domain Adaptation Changhong Fu L. Yao Haobo Zuo Guang-Zheng Zheng Jia-Yu Pan 35 15 0 03 Jul 2023
Review of Large Vision Models and Visual Prompt Engineering Jiaqi Wang Zheng Liu Lin Zhao Zihao Wu Chong Ma ... Bao Ge Yixuan Yuan Dinggang Shen Tianming Liu Shu Zhang VLM LRM 55 146 0 03 Jul 2023
Temporally-Extended Prompts Optimization for SAM in Interactive Medical Image Segmentation Chuyun Shen Wenhao Li Ya-Qin Zhang Xiangfeng Wang VLM LLMAG MedIm 18 6 0 15 Jun 2023
Artificial General Intelligence for Medical Imaging Xiang Li Lu Zhang Zihao Wu Zheng Liu Lin Zhao ... Pingkuan Yan Quanzheng Li Wei Liu Tianming Liu Dinggang Shen LM&MA AI4CE 19 40 0 08 Jun 2023
DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation Yifan Gao W. Xia Dingdu Hu Wenkui Wang Xin Gao OOD VLM MedIm 16 29 0 01 Jun 2023
SAM-helps-Shadow:When Segment Anything Model meet shadow removal Xiaofeng Zhang Chaochen Gu Shanying Zhu VLM 39 11 0 01 Jun 2023
On the Robustness of Segment Anything Yihao Huang Yue Cao Tianlin Li Felix Juefei Xu Di Lin Ivor W.Tsang Yang Liu Qing-Wu Guo AAML VLM 24 27 0 25 May 2023