Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation
with Meta-Learning

Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning

31 August 2023

Papers citing "Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning"

16 / 16 papers shown

Title
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation Jiaqi Yang Ye Huang Jingxi Hu Xiangjian He Linlin Shen Guoping Qiu VLM 91 1 0 31 Dec 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 107 14 0 15 Apr 2024
Can SAM Segment Polyps? Tao Zhou Yizhe Zhang Yi Zhou Ye Wu Chen Gong MedIm 45 65 0 15 Apr 2023
Few-shot Medical Image Segmentation with Cycle-resemblance Attention Hao Ding Changchang Sun Hao Tang Dawen Cai Yan Yan 55 46 0 07 Dec 2022
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation Reza Azad Moein Heidari M. Shariatnia Ehsan Khodapanah Aghdam Sanaz Karimijafarbigloo Ehsan Adeli Dorit Merhof ViT MedIm 61 95 0 01 Aug 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Moein Heidari Amirhossein Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 57 186 0 18 Jul 2022
Vision Transformer Adapter for Dense Predictions Zhe Chen Yuchen Duan Wenhai Wang Junjun He Tong Lu Jifeng Dai Yu Qiao 77 552 0 17 May 2022
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation A. Makarevich Azade Farshad Vasileios Belagiannis Nassir Navab 67 10 0 18 Sep 2021
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation Cheng Ouyang C. Biffi Chen Chen Turkay Kart Huaqi Qiu Daniel Rueckert 77 208 0 20 Jul 2020
CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation A. Emre Kavur N. Gezer M. Baris Sinem Aslan Pierre-Henri Conze ... Klaus H. Maier-Hein G. Akar Gözde B. Ünal O. Dicle M. Alper Selver 78 613 0 17 Jan 2020
FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation Xiang Li Tianhan Wei Yau Pun Chen Yu-Wing Tai Chi-Keung Tang VLM 61 245 0 29 Jul 2019
'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric Images Abhijit Guha Roy Shayan Siddiqui Sebastian Polsterl Nassir Navab Christian Wachinger 88 185 0 04 Feb 2019
Attention U-Net: Learning Where to Look for the Pancreas Ozan Oktay Jo Schlemper Loic Le Folgoc M. J. Lee M. Heinrich ... Jingyu Sun Nils Y. Hammerla Bernhard Kainz Ben Glocker Daniel Rueckert SSeg 138 4,994 0 11 Apr 2018
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning Guotai Wang Wenqi Li Maria A. Zuluaga R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Vercauteren 73 689 0 11 Oct 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 781 11,793 0 09 Mar 2017
Deep Interactive Object Selection N. Xu Brian L. Price Scott D. Cohen Jimei Yang Thomas Huang 49 427 0 13 Mar 2016