Auto-nnU-Net: Towards Automated Medical Image Segmentation

Auto-nnU-Net: Towards Automated Medical Image Segmentation

22 May 2025

Jannis Becktepe

Steffen Oeltze-Jafra

Marius Lindauer

Papers citing "Auto-nnU-Net: Towards Automated Medical Image Segmentation"

14 / 14 papers shown

Title
Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities Felix Wagner Wentian Xu Pramit Saha Ziyun Liang Daniel Whitehouse David Menon Virginia Newcombe Natalie Voets J. A. Noble Konstantinos Kamnitsas 56 5 0 17 Jun 2024
Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles Chaitanya K. Ryali Yuan-Ting Hu Daniel Bolya Chen Wei Haoqi Fan ... Omid Poursaeed Judy Hoffman Jitendra Malik Yanghao Li Christoph Feichtenhofer 3DH 57 171 0 01 Jun 2023
Zero-Shot AutoML with Pretrained Models Ekrem Öztürk Fabio Ferreira H. Jomaa Lars Schmidt-Thieme Josif Grabocka Frank Hutter VLM 60 10 0 16 Jun 2022
Multi-objective Asynchronous Successive Halving Robin Schmucker Michele Donini Muhammad Bilal Zafar David Salinas Cédric Archambeau 45 25 0 23 Jun 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 76 40,217 0 22 Oct 2020
V-NAS: Neural Architecture Search for Volumetric Medical Image Segmentation Zhuotun Zhu Chenxi Liu Dong Yang Alan Yuille Daguang Xu 39 105 0 06 Jun 2019
A large annotated medical image dataset for the development and evaluation of segmentation algorithms Amber L. Simpson Michela Antonelli Spyridon Bakas Michel Bilello Keyvan Farahani ... M. McHugo S. Napel Eugene Vorontsov Lena Maier-Hein M. Jorge Cardoso 61 846 0 25 Feb 2019
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 125 4,326 0 24 Jun 2018
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 165 8,030 0 13 Aug 2016
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) Djork-Arné Clevert Thomas Unterthiner Sepp Hochreiter 142 5,502 0 23 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 575 76,547 0 18 May 2015
Non-stochastic Best Arm Identification and Hyperparameter Optimization Kevin Jamieson Ameet Talwalkar 72 570 0 27 Feb 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 42 18,534 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 142 149,474 0 22 Dec 2014