Towards fully automated deep-learning-based brain tumor segmentation: is
brain extraction still necessary?

Towards fully automated deep-learning-based brain tumor segmentation: is brain extraction still necessary?

14 December 2022

Bruno Machado Pacheco

Papers citing "Towards fully automated deep-learning-based brain tumor segmentation: is brain extraction still necessary?"

12 / 12 papers shown

Title
nnU-Net for Brain Tumor Segmentation Fabian Isensee Paul F. Jaeger Peter M. Full Philipp Vollmuth Klaus H. Maier-Hein 54 295 0 02 Nov 2020
Modality-Pairing Learning for Brain Tumor Segmentation Yixin Wang Yao Zhang Feng Hou Yang Liu Jiang Tian Cheng Zhong Yang Zhang Zhiqiang He 113 67 0 19 Oct 2020
Automated brain extraction of multi-sequence MRI using artificial neural networks Fabian Isensee Marianne Schell I. Tursunova G. Brugnara D. Bonekamp ... S. Heiland Wolfgang Wick Martin Bendszus Klaus Hermann Maier-Hein Philipp Kickingereder 58 483 0 31 Jan 2019
Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge Spyridon Bakas M. Reyes Andras Jakab Stefan Bauer Markus Rempfler ... Jayashree Kalpathy-Cramer Keyvan Farahani Christos Davatzikos Koen van Leemput Bjoern Menze 109 1,623 0 05 Nov 2018
3D MRI brain tumor segmentation using autoencoder regularization Andriy Myronenko 69 1,037 0 27 Oct 2018
No New-Net Fabian Isensee Philipp Kickingereder Wolfgang Wick Martin Bendszus Klaus H. Maier-Hein SSeg 63 396 0 27 Sep 2018
Breast Tumor Segmentation and Shape Classification in Mammograms using Generative Adversarial and Convolutional Neural Network V. Singh Hatem A. Rashwan S. Romaní Farhan Akram Nidhi Pandey ... Adel Saleh M. Arenas Miguel Arquez D. Puig J. Torrents-Barrena MedIm GAN 39 185 0 05 Sep 2018
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor Segmentation Yijie Huang Qi Dou Zixian Wang Li-Zhi Liu Ying Jin Chaozhuo Li Lisheng Wang Hao Chen R. Xu 24 57 0 27 Jun 2018
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 128 6,483 0 21 Jun 2016
Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation Konstantinos Kamnitsas C. Ledig Virginia Newcombe Joanna P. Simpson A. D. Kane David Menon Daniel Rueckert Ben Glocker MedIm 3DV 110 3,049 0 18 Mar 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.2K 76,547 0 18 May 2015
Brain Tumor Segmentation with Deep Neural Networks Mohammad Havaei Axel Davy David Warde-Farley A. Biard Aaron Courville Yoshua Bengio C. Pal Pierre-Marc Jodoin Hugo Larochelle 3DV 97 2,869 0 13 May 2015