Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions

7 January 2024

Papers citing "Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions"

22 / 22 papers shown

Title
Segment Any RGB-Thermal Model with Language-aided Distillation Dong Xing Xianxun Zhu Wei Zhou Qika Lin Hang Yang Yuqing Wang VLM 49 0 0 04 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
Federated Client-tailored Adapter for Medical Image Segmentation Guyue Hu Siyuan Song Yukun Kang Z. Yin Gangming Zhao Chenglong Li Jin Tang FedML MedIm 92 0 0 25 Apr 2025
VesselSAM: Leveraging SAM for Aortic Vessel Segmentation with LoRA and Atrous Attention Adnan Iltaf Rayan Merghani Ahmed Bin Li Bin Li Shoujun Zhou 47 0 0 25 Feb 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 95 16 0 17 Jan 2025
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Amirreza Fateh Mohammad Reza Mohammadi Mohammad Reza Jahed Motlagh ViT 61 5 0 31 Dec 2024
Zero-Shot Automatic Annotation and Instance Segmentation using LLM-Generated Datasets: Eliminating Field Imaging and Manual Annotation for Deep Learning Model Development Ranjan Sapkota Achyut Paudel Manoj Karkee SyDa 55 7 0 18 Nov 2024
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 68 10 0 15 Apr 2024
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
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 14 5 0 10 Nov 2023
One-shot Localization and Segmentation of Medical Images with Foundation Models Deepa Anand Gurunath Reddy Vanika Singhal D. Shanbhag KS Shriram ... Dawei Gui R. Mullick Avinash Gopal Parminder Bhatia Taha A. Kass-Hout MedIm 37 13 0 28 Oct 2023
Polyp-SAM: Transfer SAM for Polyp Segmentation Yuheng Li Mingzhe Hu Xiaofeng Yang MedIm 156 74 0 29 Apr 2023
SAM Meets Robotic Surgery: An Empirical Study in Robustness Perspective An-Chi Wang Mobarakol Islam Mengya Xu Yang Zhang Hongliang Ren AAML VLM 74 36 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
SkinSAM: Empowering Skin Cancer Segmentation with Segment Anything Model Mingzhe Hu Yuheng Li Xiaofeng Yang VLM 137 50 0 27 Apr 2023
GazeSAM: What You See is What You Segment Bin Wang Armstrong Aboah Zheyu Zhang Ulas Bagci 62 20 0 26 Apr 2023
Customized Segment Anything Model for Medical Image Segmentation Kaiwen Zhang Dong Liu MedIm VLM 95 276 0 26 Apr 2023
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,683 0 11 Feb 2021
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 278 10,544 0 19 Feb 2017
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 229 74,467 0 18 May 2015