Does pre-training on brain-related tasks results in better
deep-learning-based brain age biomarkers?

Does pre-training on brain-related tasks results in better deep-learning-based brain age biomarkers?

11 July 2023

Bruno Machado Pacheco

Victor Hugo Rocha de Oliveira

Augusto Antunes

Saulo D. S. Pedro

ArXiv (abs)PDF HTML

Papers citing "Does pre-training on brain-related tasks results in better deep-learning-based brain age biomarkers?"

9 / 9 papers shown

Title
nnU-Net for Brain Tumor Segmentation Fabian Isensee Paul F. Jaeger Peter M. Full Philipp Vollmuth Klaus H. Maier-Hein 72 299 0 02 Nov 2020
Transfusion: Understanding Transfer Learning for Medical Imaging M. Raghu Chiyuan Zhang Jon M. Kleinberg Samy Bengio MedIm 88 986 0 14 Feb 2019
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 82 492 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 141 1,638 0 05 Nov 2018
Road Extraction by Deep Residual U-Net Zhengxin Zhang Qingjie Liu Yunhong Wang SSeg 85 2,139 0 29 Nov 2017
Predicting brain age with deep learning from raw imaging data results in a reliable and heritable biomarker James H. Cole Rudra P. K. Poudel Dimosthenis Tsagkrasoulis M. Caan C. Steves T. Spector Giovanni Montana 70 700 0 08 Dec 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,510 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.7K 39,615 0 01 Sep 2014