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SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images

SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images

5 July 2024
Weiyi Xie
Nathalie Willems
Shubham Patil
Yang Li
Mayank Kumar
ArXivPDFHTML

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
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
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
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
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
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
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
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
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
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
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
U-Net: Convolutional Networks for Biomedical Image Segmentation
Olaf Ronneberger
Philipp Fischer
Thomas Brox
SSeg
3DV
232
75,445
0
18 May 2015
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