Benchmarking CNN on 3D Anatomical Brain MRI: Architectures, Data
Augmentation and Deep Ensemble Learning

Benchmarking CNN on 3D Anatomical Brain MRI: Architectures, Data Augmentation and Deep Ensemble Learning

2 June 2021

Benoit Dufumier

Ilaria Battaglia

Edouard Duchesnay

Papers citing "Benchmarking CNN on 3D Anatomical Brain MRI: Architectures, Data Augmentation and Deep Ensemble Learning"

17 / 17 papers shown

Title
EnD: Entangling and Disentangling deep representations for bias correction Enzo Tartaglione C. Barbano Marco Grangetto 58 124 0 02 Mar 2021
Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation Karim Armanious Sherif Abdulatif W. Shi Shashank Salian Thomas Kustner Daniel Weiskopf Tobias Hepp S. Gatidis Bin Yang 45 5 0 22 Sep 2020
Brain MRI-based 3D Convolutional Neural Networks for Classification of Schizophrenia and Controls Mengjiao Hu K. Sim J. Zhou Xudong Jiang Cuntai Guan 28 35 0 14 Mar 2020
TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning Fernando Pérez-García Rachel Sparks Sébastien Ourselin MedIm LM&MA 200 433 0 09 Mar 2020
Detect and Correct Bias in Multi-Site Neuroimaging Datasets Christian Wachinger A. Rieckmann Sebastian Polsterl 42 85 0 12 Feb 2020
A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks Angelos Filos Sebastian Farquhar Aidan Gomez Tim G. J. Rudner Zachary Kenton Lewis Smith Milad Alizadeh A. D. Kroon Y. Gal BDL AAML OOD UQCV 41 108 0 22 Dec 2019
Machine Learning with Multi-Site Imaging Data: An Empirical Study on the Impact of Scanner Effects Ben Glocker Robert Robinson Daniel Coelho De Castro Qi Dou E. Konukoglu 41 91 0 10 Oct 2019
Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation Junhao Wen Elina Thibeau-Sutre Mauricio Diaz-Melo J. Samper-González A. Routier Simona Bottani Didier Dormont S. Durrleman Ninon Burgos O. Colliot 57 515 0 16 Apr 2019
Quicksilver: Fast Predictive Image Registration - a Deep Learning Approach Xiao Yang Roland Kwitt Martin Styner Marc Niethammer 60 594 0 31 Mar 2017
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 344 4,700 0 15 Mar 2017
Residual and Plain Convolutional Neural Networks for 3D Brain MRI Classification Sergey Korolev Amir Safiullin Mikhail Belyaev Yulia Dodonova MedIm 36 367 0 23 Jan 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 495 10,305 0 16 Nov 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 139 7,465 0 24 Feb 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 1.0K 15,768 0 02 Nov 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 108 2,875 0 13 May 2015
Deep learning for neuroimaging: a validation study Sergey Plis R. Devon Hjelm Ruslan Salakhutdinov Vince D. Calhoun AI4CE 99 573 0 20 Dec 2013
A survey of cross-validation procedures for model selection Sylvain Arlot Alain Celisse 196 3,587 0 27 Jul 2009