How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model

How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model

15 April 2024

Maciej Mazurowski

Papers citing "How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model"

16 / 16 papers shown

Title
SurgiSAM2: Fine-tuning a foundational model for surgical video anatomy segmentation and detection Devanish N. Kamtam Joseph B. Shrager Satya Deepya Malla Xiaohan Wang Nicole Lin Juan J. Cardona Serena Yeung-Levy Clarence Hu VLM 40 0 0 05 Mar 2025
Customize Segment Anything Model for Multi-Modal Semantic Segmentation with Mixture of LoRA Experts Chenyang Zhu Bin Xiao Lin Shi Shoukun Xu Xu Zheng MoE 80 6 0 05 Dec 2024
Optimized Vessel Segmentation: A Structure-Agnostic Approach with Small Vessel Enhancement and Morphological Correction Dongning Song Weijian Huang Jiarun Liu Md Jahidul Islam Hao Yang Shanshan Wang 60 0 0 22 Nov 2024
Sam2Rad: A Segmentation Model for Medical Images with Learnable Prompts Assefa Seyoum Wahd B. Felfeliyan Yuyue Zhou Shrimanti Ghosh Adam McArthur Jiechen Zhang Jacob L. Jaremko A. Hareendranathan VLM MedIm 22 0 0 10 Sep 2024
Segment anything model 2: an application to 2D and 3D medical images Haoyu Dong Han Gu Yaqian Chen Jichen Yang Yuwen Chen Maciej Mazurowski VLM MedIm 19 6 0 01 Aug 2024
Foundation Models for Biomedical Image Segmentation: A Survey Ho Hin Lee Yu Gu Theodore Zhao Yanbo Xu Jianwei Yang ... Mu-Hsin Wei Bennett A. Landman Yuankai Huo Alberto Santamaría-Pang Hoifung Poon MedIm VLM 25 7 0 15 Jan 2024
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 38 27 0 16 Sep 2023
Polyp-SAM: Transfer SAM for Polyp Segmentation Yuheng Li Mingzhe Hu Xiaofeng Yang MedIm 151 74 0 29 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 72 276 0 28 Apr 2023
SkinSAM: Empowering Skin Cancer Segmentation with Segment Anything Model Mingzhe Hu Yuheng Li Xiaofeng Yang VLM 131 42 0 27 Apr 2023
Customized Segment Anything Model for Medical Image Segmentation Kaiwen Zhang Dong Liu MedIm VLM 92 276 0 26 Apr 2023
AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition Shoufa Chen Chongjian Ge Zhan Tong Jiangliu Wang Yibing Song Jue Wang Ping Luo 135 631 0 26 May 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 57 49 0 19 May 2022
UniMiSS: Universal Medical Self-Supervised Learning via Breaking Dimensionality Barrier Yutong Xie Jianpeng Zhang Yong-quan Xia Qi Wu MedIm 46 63 0 17 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 255 5,353 0 11 Nov 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 226 9,999 0 18 May 2015