SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images

SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images

5 July 2024

Nathalie Willems

Papers citing "SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images"

12 / 12 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 50 0 0 05 Mar 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li H. Wang Weibo Ma Qing Chang VLM MedIm 99 0 0 24 Feb 2025
Shadow Removal Refinement via Material-Consistent Shadow Edges Shilin Hu Hieu Le ShahRukh Athar Sagnik Das Dimitris Samaras 21 0 0 10 Sep 2024
PropSAM: A Propagation-Based Model for Segmenting Any 3D Objects in Multi-Modal Medical Images Zifan Chen Xinyu Nan Jiazheng Li Jie Zhao Haifeng Li ... Heyun Chen Yiting Liu Bin Dong Li Lyna Zhang L. Tang MedIm 40 1 0 25 Aug 2024
Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets Wolfgang Boettcher Lukas Hoyer Ozan Unal J. E. Lenssen Bernt Schiele 26 0 0 22 Aug 2024
A Federated Learning-Friendly Approach for Parameter-Efficient Fine-Tuning of SAM in 3D Segmentation Mothilal Asokan Difei Gao Joya Chen Mike Zheng Shou FedML MedIm 36 1 0 31 Jul 2024
Robust Box Prompt based SAM for Medical Image Segmentation Yuhao Huang Xin Yang Han Zhou Yan Cao Haoran Dou Fajin Dong Dong Ni VLM MedIm 30 5 0 31 Jul 2024
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM Aditya Murali Pietro Mascagni Didier Mutter N. Padoy VLM MedIm 45 3 0 09 Jul 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 75 12 0 15 Apr 2024
FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation Yuxi Liu Guibo Luo Yuesheng Zhu FedML MedIm 26 4 0 08 Mar 2024
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,412 0 11 Nov 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 232 75,445 0 18 May 2015