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
Weakly-supervised Mamba-Based Mastoidectomy Shape Prediction for Cochlear Implant Surgery Using 3D T-Distribution Loss Yike Zhang Jack H. Noble 132 0 0 23 May 2025
Segment Any RGB-Thermal Model with Language-aided Distillation Dong Xing Xianxun Zhu Wei Zhou Qika Lin Hang Yang Yuqing Wang VLM 118 0 0 04 May 2025
VesselSAM: Leveraging SAM for Aortic Vessel Segmentation with LoRA and Atrous Attention Adnan Iltaf Rayan Merghani Ahmed Bin Li Bin Li Shoujun Zhou 75 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 158 21 0 17 Jan 2025
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 114 7 0 18 Nov 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 60 2 0 11 Oct 2024
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping Amirreza Fateh Mohammad Reza Mohammadi Mohammad Reza Jahed Motlagh ViT 145 5 0 17 Sep 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 A. Mazurowski MedIm VLM 100 14 0 15 Apr 2024
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models S. Pandey Kuan-Fu Chen Erik Dam 21 43 0 04 Oct 2023
An Accurate and Efficient Neural Network for OCTA Vessel Segmentation and a New Dataset Haojian Ning Chengliang Wang Xinrun Chen Shiying Li 31 15 0 18 Sep 2023
Segment Anything Model for Brain Tumor Segmentation Peng Zhang Yaping Wang VLM 27 6 0 15 Sep 2023
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars W. Feng Lingting Zhu Lequan Yu MedIm 33 19 0 27 Aug 2023
Leverage Weakly Annotation to Pixel-wise Annotation via Zero-shot Segment Anything Model for Molecular-empowered Learning Xueyuan Li Ruining Deng Yucheng Tang Shunxing Bao Haichun Yang Yuankai Huo 32 3 0 10 Aug 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming-Hsuan Yang Fahad Shahbaz Khan VLM 95 121 0 25 Jul 2023
When SAM Meets Medical Images: An Investigation of Segment Anything Model (SAM) on Multi-phase Liver Tumor Segmentation Chuanfei Hu Tianyi Xia Shenghong Ju Xinde Li MedIm VLM 28 74 0 17 Apr 2023
Can SAM Segment Polyps? Tao Zhou Yizhe Zhang Yi Zhou Ye Wu Chen Gong MedIm 37 65 0 15 Apr 2023
SAMM (Segment Any Medical Model): A 3D Slicer Integration to SAM Yihao Liu Jiaming Zhang Zhangcong She Amir Kheradmand Mehran Armand VLM 21 40 0 12 Apr 2023
TotalSegmentator: robust segmentation of 104 anatomical structures in CT images Jakob Wasserthal H. Breit Manfred T. Meyer M. Pradella Daniel Hinck ... Daniel Boll Joshy Cyriac Shan Yang M. Bach Martin Segeroth OOD 32 708 0 11 Aug 2022
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 34 154 0 28 Jul 2022
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 82 965 0 10 Jun 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 286 4,873 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 376 3,778 0 11 Feb 2021