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"

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Title
Zero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM) Virmarie Maquiling Sean Anthony Byrne D. Niehorster Marcus Nyström Enkelejda Kasneci VLM 52 10 0 14 Nov 2023
GlanceSeg: Real-time microaneurysm lesion segmentation with gaze-map-guided foundation model for early detection of diabetic retinopathy Hongyang Jiang Mengdi Gao Zirong Liu Chen Tang Xiaoqing Zhang Shuai Jiang Wu Yuan Jiang Liu MedIm 14 12 0 14 Nov 2023
EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images Yinsong Xu Jiaqi Tang Aidong Men Qingchao Chen VLM MedIm 22 5 0 10 Nov 2023
Are foundation models efficient for medical image segmentation? Danielle Ferreira Rima Arnaout MedIm VLM 18 2 0 08 Nov 2023
Domain Generalization in Computational Pathology: Survey and Guidelines Mostafa Jahanifar M. Raza Kesi Xu T. Vuong R. Jewsbury ... Neda Zamanitajeddin Jin Tae Kwak S. Raza F. Minhas Nasir M. Rajpoot OOD 21 17 0 30 Oct 2023
SonoSAMTrack -- Segment and Track Anything on Ultrasound Images Hariharan Ravishankar Rohan Patil V. Melapudi Harsh Suthar Stephan Anzengruber Parminder Bhatia Kass-Hout Taha Pavan Annangi 8 0 0 25 Oct 2023
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models Zhaozheng Chen Qianru Sun VLM 27 7 0 19 Oct 2023
Knowledge Extraction and Distillation from Large-Scale Image-Text Colonoscopy Records Leveraging Large Language and Vision Models Shuo Wang Yan Zhu X. Luo Zhiwei Yang Yizhe Zhang ... Manning Wang Zhijian Song Quanlin Li Pinghong Zhou Yike Guo VLM 21 3 0 17 Oct 2023
Prototype-oriented Unsupervised Change Detection for Disaster Management Youngtack Oh Minseok Seo Do-Yun Kim Junghoon Seo 17 0 0 15 Oct 2023
Multi-Prompt Fine-Tuning of Foundation Models for Enhanced Medical Image Segmentation Xiangru Li Yifei Zhang Liang Zhao MedIm VLM 16 2 0 03 Oct 2023
nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance Yunxiang Li Jing Xu Zihan Li Jing Wang You Zhang 28 20 0 29 Sep 2023
3D-U-SAM Network For Few-shot Tooth Segmentation in CBCT Images Yifu Zhang Zuo-Qiang Liu Yang Feng Renjing Xu 17 2 0 20 Sep 2023
Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges Fei Dou Jin Ye Geng Yuan Qin Lu Wei Niu ... Hongyue Sun Yunli Shao Changying Li Tianming Liu Wenzhan Song AI4CE 16 28 0 14 Sep 2023
S2RF: Semantically Stylized Radiance Fields Dishani Lahiri Neeraj Panse Moneish Kumar 8 3 0 03 Sep 2023
RigNet++: Semantic Assisted Repetitive Image Guided Network for Depth Completion Zhiqiang Yan Xiang Li Le Hui Zhenyu Zhang Jun Yu Li Jian Yang VLM 3DV 16 4 0 01 Sep 2023
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Yiming Zhang Tianang Leng Kun Han Xiaohui Xie 17 18 0 31 Aug 2023
SAM-Med2D Junlong Cheng Jin Ye Zhongying Deng Jianpin Chen Tian-Xin Li ... Hui Sun Junjun He Shaoting Zhang Min Zhu Yu Qiao MedIm VLM 31 119 0 30 Aug 2023
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation Chengyin Li Prashant Khanduri Yao Qiang Rafi Ibn Sultan I. Chetty D. Zhu MedIm 63 13 0 28 Aug 2023
The TYC Dataset for Understanding Instance-Level Semantics and Motions of Cells in Microstructures Christoph Reich Tim Prangemeier Heinz Koeppl 13 0 0 23 Aug 2023
SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation Wenxi Yue Jing Zhang Kun Hu Yong-quan Xia Jiebo Luo Zhiyong Wang VLM MedIm 18 60 0 17 Aug 2023
TongueSAM: An Universal Tongue Segmentation Model Based on SAM with Zero-Shot Shan Cao Qunsheng Ruan Qingfeng Wu VLM 20 11 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 21 18 0 11 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 11 5 0 06 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 51 141 0 03 Jul 2023
What a MESS: Multi-Domain Evaluation of Zero-Shot Semantic Segmentation Benedikt Blumenstiel Johannes Jakubik Hilde Kuhne Michael Vossing VLM 19 15 0 27 Jun 2023
When SAM Meets Sonar Images Lin Wang Xiufen Ye Liqiang Zhu Weijie Wu Jianguo Zhang Huiming Xing Chao Hu VLM 16 15 0 25 Jun 2023
3DSAM-adapter: Holistic Adaptation of SAM from 2D to 3D for Promptable Medical Image Segmentation Shizhan Gong Yuan Zhong Wenao Ma Jinpeng Li Zhao Wang Jingyang Zhang Pheng-Ann Heng Qi Dou MedIm 15 72 0 23 Jun 2023
LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-order Graph Matching D. M. Nguyen Hoang Nguyen N. T. Diep Tan Ngoc Pham T. Cao ... Nhat Ho Shadi Albarqouni P. Xie Daniel Sonntag Mathias Niepert VLM MedIm 19 44 0 20 Jun 2023
Segment Anything Model (SAM) for Radiation Oncology Lian-Cheng Zhang Zheng Liu Lu Zhang Zihao Wu Xiao-Xing Yu ... Xiang Li Quanzheng Li Dajiang Zhu Tianming Liu W. Liu VLM MedIm 16 32 0 20 Jun 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
On the Challenges and Perspectives of Foundation Models for Medical Image Analysis Shaoting Zhang Dimitris N. Metaxas LM&MA VLM MedIm AI4CE 26 125 0 09 Jun 2023
Artificial General Intelligence for Medical Imaging Xiang Li Lu Zhang Zihao Wu Zheng Liu Lin Zhao ... Pingkuan Yan Quanzheng Li W. Liu Tianming Liu Dinggang Shen LM&MA AI4CE 17 39 0 08 Jun 2023
Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping Chunming He Kai Li Yachao Zhang Guoxia Xu Longxiang Tang Yulun Zhang Z. Guo Xiu Li 12 90 0 18 May 2023
Leaf Only SAM: A Segment Anything Pipeline for Zero-Shot Automated Leaf Segmentation Dominic Williams Fraser Macfarlane Avril Britten VLM AI4TS 70 24 0 16 May 2023
A Comprehensive Survey on Segment Anything Model for Vision and Beyond Chunhui Zhang Li Liu Yawen Cui Guanjie Huang Weilin Lin Yiqian Yang Yuehong Hu VLM 32 89 0 14 May 2023
A Survey on Segment Anything Model (SAM): Vision Foundation Model Meets Prompt Engineering Chaoning Zhang Fachrina Dewi Puspitasari Sheng Zheng Chenghao Li Yu Qiao ... Caiyan Qin François Rameau Lik-Hang Lee Sung-Ho Bae Choong Seon Hong VLM 76 61 0 12 May 2023
An Empirical Study on the Robustness of the Segment Anything Model (SAM) Yuqing Wang Yun Zhao Linda R. Petzold VLM 13 29 0 10 May 2023
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A Survey Yichi Zhang Rushi Jiao MedIm VLM 19 25 0 05 May 2023
SAM on Medical Images: A Comprehensive Study on Three Prompt Modes D. Cheng Ziyuan Qin Zekun Jiang Shaoting Zhang Qicheng Lao Kang Li MedIm VLM 6 100 0 28 Apr 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
Learnable Ophthalmology SAM Zhongxi Qiu Yan Hu Heng Li Jiang-Dong Liu VLM MedIm 19 23 0 26 Apr 2023
Segment Anything in 3D with Radiance Fields Jiazhong Cen Jiemin Fang Zanwei Zhou Chen Yang Lingxi Xie Xiaopeng Zhang Wei-Ming Shen Qi Tian 36 43 0 24 Apr 2023
Segment Anything in Medical Images Jun Ma Yuting He Feifei Li Li-Jun Han Chenyu You Bo Wang MedIm VLM 30 438 0 24 Apr 2023
Segment Anything Is Not Always Perfect: An Investigation of SAM on Different Real-world Applications Wei Ji Jingjing Li Qi Bi Tingwei Liu Wenbo Li Li Cheng LLMAG VLM AI4TS 19 181 0 12 Apr 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
Structure-aware registration network for liver DCE-CT images Peng Xue Jingyang Zhang Lei Ma Mianxin Liu Yuning Gu Jia-Bin Huang Feihong Liua Yongsheng Pan Xiaohuan Cao Dinggang Shen MedIm 18 4 0 08 Mar 2023
Dual-distribution discrepancy with self-supervised refinement for anomaly detection in medical images Yu Cai Hao Chen Xin Yang Yu Zhou Kwang-Ting Cheng 18 45 0 09 Oct 2022
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Chen Liu Matthew Amodio Liangbo L. Shen Feng Gao A. Avesta S. Aneja Jay C. Wang L. V. Priore Smita Krishnaswamy OOD MedIm 11 13 0 23 Sep 2022
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 190 3,480 0 20 Aug 2019