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
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 72 10 0 15 Apr 2024
Practical Region-level Attack against Segment Anything Models Yifan Shen Zhengyuan Li Gang Wang VLM 27 9 0 12 Apr 2024
Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image Segmentation Sidra Aleem Fangyijie Wang Mayug Maniparambil Eric Arazo J. Dietlmeier Guénolé Silvestre Kathleen M. Curran Noel E. O'Connor Suzanne Little VLM MedIm 21 10 0 09 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
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 20 7 0 26 Mar 2024
Clinical Domain Knowledge-Derived Template Improves Post Hoc AI Explanations in Pneumothorax Classification Han Yuan Chuan Hong Pengtao Jiang Gangming Zhao Nguyen Tuan Anh Tran Xinxing Xu Yet Yen Yan Nan Liu 21 10 0 26 Mar 2024
Anytime, Anywhere, Anyone: Investigating the Feasibility of Segment Anything Model for Crowd-Sourcing Medical Image Annotations Pranav Kulkarni Adway U. Kanhere Dharmam Savani Andrew Chan Devina Chatterjee P. Yi Vishwa S. Parekh MedIm 16 2 0 22 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 19 5 0 22 Mar 2024
SAMCT: Segment Any CT Allowing Labor-Free Task-Indicator Prompts Xian Lin Yangyang Xiang Zhehao Wang Kwang-Ting Cheng Zengqiang Yan Li Yu VLM MedIm 24 0 0 20 Mar 2024
Segment Anything for comprehensive analysis of grapevine cluster architecture and berry properties Efrain Torres-Lomas Jimena Lado-Jimena Guillermo Garcia-Zamora Luis Diaz-Garcia 16 2 0 19 Mar 2024
LocalStyleFool: Regional Video Style Transfer Attack Using Segment Anything Model Yuxin Cao Jinghao Li Xi Xiao Derui Wang Minhui Xue Hao Ge Wei Liu Guangwu Hu AAML 31 1 0 18 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 34 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 27 6 0 14 Mar 2024
Augmenting Efficient Real-time Surgical Instrument Segmentation in Video with Point Tracking and Segment Anything Zijian Wu Adam Schmidt Peter Kazanzides Septimiu E. Salcudean 35 2 0 12 Mar 2024
Part-aware Personalized Segment Anything Model for Patient-Specific Segmentation Chenhui Zhao Liyue Shen VLM 19 3 0 08 Mar 2024
ProMISe: Promptable Medical Image Segmentation using SAM Jinfeng Wang Sifan Song Xinkun Wang Yiyi Wang Yiyi Miao Jionglong Su S. Kevin Zhou MedIm 36 1 0 07 Mar 2024
Benchmarking Segmentation Models with Mask-Preserved Attribute Editing Zijin Yin Kongming Liang Bing Li Zhanyu Ma Jun Guo VLM 33 2 0 02 Mar 2024
BLO-SAM: Bi-level Optimization Based Overfitting-Preventing Finetuning of SAM Li Zhang Youwei Liang Ruiyi Zhang Amirhosein Javadi Pengtao Xie VLM 19 8 0 26 Feb 2024
A Literature Review of Literature Reviews in Pattern Analysis and Machine Intelligence Penghai Zhao Xin Zhang Ming-Ming Cheng Jian Yang Xiang Li 29 1 0 20 Feb 2024
A Multispectral Automated Transfer Technique (MATT) for machine-driven image labeling utilizing the Segment Anything Model (SAM) James E. Gallagher Aryav Gogia E. Oughton VLM 19 8 0 18 Feb 2024
DeepATLAS: One-Shot Localization for Biomedical Data Peter D. Chang 9 0 0 14 Feb 2024
Comparative Analysis of ImageNet Pre-Trained Deep Learning Models and DINOv2 in Medical Imaging Classification Yuning Huang Jingchen Zou Lanxi Meng Xin Yue Qing Zhao Jianqiang Li Changwei Song Gabriel Jimenez Shaowu Li Guanghui Fu 20 7 0 12 Feb 2024
Adapting SAM for Volumetric X-Ray Data-sets of Arbitrary Sizes Roland Gruber Steffen Rüger Thomas Wittenberg 19 2 0 09 Feb 2024
SAGD: Boundary-Enhanced Segment Anything in 3D Gaussian via Gaussian Decomposition Xu Hu Yuxi Wang Lue Fan Junsong Fan Junran Peng Zhen Lei Qing Li Zhaoxiang Zhang Zhaoxiang Zhang 3DGS 42 8 0 31 Jan 2024
Depth Anything in Medical Images: A Comparative Study John J. Han Ayberk Acar Callahan Henry Jie Ying Wu MedIm 22 8 0 29 Jan 2024
TriSAM: Tri-Plane SAM for zero-shot cortical blood vessel segmentation in VEM images Jia Wan Wanhua Li Jason Ken Adhinarta Atmadeep Banerjee Evelina Sjostedt Jingpeng Wu J. Lichtman Hanspeter Pfister D. Wei 21 6 0 25 Jan 2024
SegmentAnyBone: A Universal Model that Segments Any Bone at Any Location on MRI Han Gu R. Colglazier Haoyu Dong Jikai Zhang Yaqian Chen ... Jisoo Lee Brandon Ramirez Darui Lu Jay M. Levin Maciej Mazurowski 40 7 0 23 Jan 2024
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions Yichi Zhang Zhenrong Shen Rushi Jiao VLM MedIm 26 109 0 07 Jan 2024
ClassWise-SAM-Adapter: Parameter Efficient Fine-tuning Adapts Segment Anything to SAR Domain for Semantic Segmentation Xinyang Pu He Jia Linghao Zheng Feng Wang Feng Xu 16 0 0 04 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 21 20 0 04 Jan 2024
LangSplat: 3D Language Gaussian Splatting Minghan Qin Wanhua Li Jiawei Zhou Haoqian Wang Hanspeter Pfister VLM 3DGS 19 171 0 26 Dec 2023
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 24 3 0 22 Dec 2023
How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything Model Yixin Zhang Shen Zhao Han Gu Maciej Mazurowski VLM 30 4 0 17 Dec 2023
DeepArt: A Benchmark to Advance Fidelity Research in AI-Generated Content Wentao Wang Xuanyao Huang Tianyang Wang S. K. Roy EGVM 26 0 0 16 Dec 2023
PnPNet: Pull-and-Push Networks for Volumetric Segmentation with Boundary Confusion Xin You Ming Ding Minghui Zhang Hanxiao Zhang Yi Yu Jie-jin Yang Yun Gu 33 1 0 13 Dec 2023
ScribblePrompt: Fast and Flexible Interactive Segmentation for Any Biomedical Image Hallee E. Wong Marianne Rakic John Guttag Adrian V. Dalca 16 17 0 12 Dec 2023
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything Israt Zarin Era Imtiaz Ahmed Zhichao Liu Srinjoy Das 11 2 0 07 Dec 2023
Towards General Purpose Vision Foundation Models for Medical Image Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks Mohammed Baharoon Waseem Qureshi J. Ouyang Yanwu Xu Abdulrhman Aljouie Wei Peng MedIm AI4CE 27 8 0 04 Dec 2023
Guided Prompting in SAM for Weakly Supervised Cell Segmentation in Histopathological Images Aayushi Tyagi Vaibhav Mishra AP Prathosh Mausam VLM 37 1 0 29 Nov 2023
Stable Segment Anything Model Qi Fan Xin Tao Lei Ke Mingqiao Ye Yuanhui Zhang Pengfei Wan Zhong-ming Wang Yu-Wing Tai Chi-Keung Tang VLM 20 6 0 27 Nov 2023
SAM-6D: Segment Anything Model Meets Zero-Shot 6D Object Pose Estimation Jiehong Lin Lihua Liu Dekun Lu Kui Jia VLM 21 59 0 27 Nov 2023
Can SAM recognize crops? Quantifying the zero-shot performance of a semantic segmentation foundation model on generating crop-type maps using satellite imagery for precision agriculture Rutuja Gurav Het Patel Zhuocheng Shang Ahmed Eldawy Jia Chen Elia Scudiero Evangelos E. Papalexakis 8 1 0 25 Nov 2023
Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy Zdravko Marinov Paul F. Jäger Jan Egger Jens Kleesiek Rainer Stiefelhagen 30 16 0 23 Nov 2023
SAM4UDASS: When SAM Meets Unsupervised Domain Adaptive Semantic Segmentation in Intelligent Vehicles Weihao Yan Yeqiang Qian Xingyuan Chen Hanyang Zhuang Chunxiang Wang Ming Yang 17 4 0 22 Nov 2023
Morphology-Enhanced CAM-Guided SAM for weakly supervised Breast Lesion Segmentation Xin Yue Xiaoling Liu Qing Zhao Jianqiang Li Changwei Song Suqin Liu Zhikai Yang Guanghui Fu MedIm 13 2 0 18 Nov 2023
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation D. M. Nguyen Tan Ngoc Pham N. T. Diep Nghi Quoc Phan Quang-Cuong Pham ... Ngan Hoang Le Nhat Ho Pengtao Xie Daniel Sonntag Mathias Niepert VLM UQCV OOD 11 5 0 18 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-Chia Cheng Yuan Qi MedIm 15 3 0 17 Nov 2023
Slide-SAM: Medical SAM Meets Sliding Window Quan Quan Fenghe Tang Zikang Xu Heqin Zhu S.Kevin Zhou VLM MedIm 20 8 0 16 Nov 2023
SAMIHS: Adaptation of Segment Anything Model for Intracranial Hemorrhage Segmentation Yinuo Wang Kai Chen Weimin Yuan Cai Meng XiangZhi Bai VLM 12 10 0 14 Nov 2023