SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images

5 July 2024

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

22 / 22 papers shown

Title
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 129 20 0 15 Apr 2024
SAM on Medical Images: A Comprehensive Study on Three Prompt Modes D. Cheng Ziyuan Qin Zekun Jiang Shaoting Zhang Qicheng Lao Kang Li MedIm VLM 80 105 0 28 Apr 2023
Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation Junde Wu Rao Fu Yuanpei Liu Huihui Fang Zhao-Yang Wang Yanwu Xu Yueming Jin VLM MedIm 167 499 0 25 Apr 2023
Segment Anything in Medical Images Jun Ma Yuting He Feifei Li Li-Jun Han Chenyu You Bo Wang MedIm VLM 98 504 0 24 Apr 2023
Segment Anything A. Kirillov Eric Mintun Nikhila Ravi Hanzi Mao Chloe Rolland ... Spencer Whitehead Alexander C. Berg Wan-Yen Lo Piotr Dollár Ross B. Girshick MLLM VLM 383 7,405 0 05 Apr 2023
Generalized Decoding for Pixel, Image, and Language Xueyan Zou Zi-Yi Dou Jianwei Yang Zhe Gan Linjie Li ... Lu Yuan Nanyun Peng Lijuan Wang Yong Jae Lee Jianfeng Gao VLM MLLM ObjD 113 259 0 21 Dec 2022
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation Yuanfeng Ji Haotian Bai Jie Yang Chongjian Ge Ye Zhu ... Zhuguo Li Lingyan Zhang Wanling Ma Xiang Wan Ping Luo OOD 82 320 0 16 Jun 2022
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 272 2,385 0 02 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 477 7,827 0 11 Nov 2021
Per-Pixel Classification is Not All You Need for Semantic Segmentation Bowen Cheng Alex Schwing Alexander Kirillov VLM ViT 212 1,554 0 13 Jul 2021
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 117 990 0 10 Jun 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 141 2,922 0 12 May 2021
UNETR: Transformers for 3D Medical Image Segmentation Ali Hatamizadeh Yucheng Tang Vishwesh Nath Dong Yang Andriy Myronenko Bennett Landman H. Roth Daguang Xu ViT MedIm 195 1,619 0 18 Mar 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 682 41,483 0 22 Oct 2020
VerSe: A Vertebrae Labelling and Segmentation Benchmark for Multi-detector CT Images Anjany Sekuboyina M. Husseini Amirhossein Bayat Maximilian Löffler Hans Liebl ... Ben Glocker A. Valentinitsch Markus Rempfler Bjorn H. Menze Jan S. Kirschke 54 258 0 24 Jan 2020
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation Fabian Isensee Jens Petersen André Klein David Zimmerer Paul F. Jaeger ... Jakob Wasserthal Gregor Koehler T. Norajitra Sebastian J. Wirkert Klaus H. Maier-Hein SSeg 98 792 0 27 Sep 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 805 132,725 0 12 Jun 2017
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 160 6,556 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 248 8,722 0 15 Jun 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 350 18,654 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014