Automatic segmentation of MR brain images with a convolutional neural network

11 April 2017

Ivana Išgum

Papers citing "Automatic segmentation of MR brain images with a convolutional neural network"

38 / 38 papers shown

Title
Neural deformation fields for template-based reconstruction of cortical surfaces from MRI Fabian Bongratz Anne-Marie Rickmann Christian Wachinger 40 12 0 23 Jan 2024
Medical Image Analysis using Deep Relational Learning Zhi-Hu Liu MedIm 27 0 0 28 Mar 2023
An automatic pipeline for atlas-based fetal and neonatal brain segmentation and analysis A. Urru Andrea A. Nakaki Ayako O. Benkarim ... Fàtima Gemma Piella Gemma M. A. G. Ballester Miguel A 24 9 0 16 May 2022
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation Mst. Tasnim Pervin Li Tao A. Huq Zuoxiang He Li Huo AAML OOD MedIm 33 9 0 25 May 2021
Deep and Statistical Learning in Biomedical Imaging: State of the Art in 3D MRI Brain Tumor Segmentation K. R. M. Fernando Cris P Tsokos 41 53 0 09 Mar 2021
Deep Learning Based Brain Tumor Segmentation: A Survey Zhihua Liu Lei Tong Zheheng Jiang Long Chen Feixiang Zhou Qianni Zhang Xiangrong Zhang Ling Li Huiyu Zhou 3DV 31 228 0 18 Jul 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 52 121 0 26 Mar 2020
Unpaired Multi-modal Segmentation via Knowledge Distillation Qi Dou Quande Liu Pheng Ann Heng Ben Glocker 34 173 0 06 Jan 2020
Automated Thalamic Nuclei Segmentation Using Multi-Planar Cascaded Convolutional Neural Networks Mohammed S. Majdi M. Keerthivasan B. Rutt N. Zahr Jeffrey J. Rodríguez M. Saranathan 27 0 0 16 Dec 2019
Automated Human Claustrum Segmentation using Deep Learning Technologies A. Albishri Syed Jawad Hussain Shah Anthony Schmiedler S. Kang Yugyung Lee 30 4 0 18 Nov 2019
Machine Learning Techniques for Biomedical Image Segmentation: An Overview of Technical Aspects and Introduction to State-of-Art Applications Hyunseok Seo M. B. Khuzani V. Vasudevan Charles Huang Hongyi Ren Ruoxiu Xiao Xiao Jia Lei Xing VLM 24 218 0 06 Nov 2019
One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation Mathias Perslev Erik Dam A. Pai Christian Igel SSeg VLM MedIm 21 82 0 05 Nov 2019
FastSurfer -- A fast and accurate deep learning based neuroimaging pipeline Leonie Henschel Sailesh Conjeti Santiago Estrada K. Diers Bruce Fischl M. Reuter MedIm 30 386 0 09 Oct 2019
Classification of Histopathological Biopsy Images Using Ensemble of Deep Learning Networks Sara Hosseinzadeh Kassani P. H. Kassani M. Wesolowski Kevin A. Schneider Ralph Deters OOD 57 106 0 26 Sep 2019
Fully-automated deep learning-powered system for DCE-MRI analysis of brain tumors J. Nalepa P. R. Lorenzo Michal Marcinkiewicz B. Bobek-Billewicz P. Wawrzyniak ... M. Kawulok Wojciech Dudzik Grzegorz Mrukwa Pawel Ulrych M. P. Hayball 29 47 0 18 Jul 2019
Automatic brain tissue segmentation in fetal MRI using convolutional neural networks Nadieh Khalili Nikolas Lessmann Elise Turk N. Claessens R. Heus T. Kolk M. Viergever M. Benders I. Isgum 26 101 0 11 Jun 2019
Going Deep in Medical Image Analysis: Concepts, Methods, Challenges and Future Directions F. Altaf Syed Mohammed Shamsul Islam Naveed Akhtar N. Janjua OOD 34 200 0 15 Feb 2019
Multiple Sclerosis Lesion Synthesis in MRI using an encoder-decoder U-NET Mostafa Salem Sergi Valverde Mariano Cabezas D. Pareto A. Oliver J. Salvi À. Rovira Xavier Llado MedIm 24 61 0 17 Jan 2019
SUSAN: Segment Unannotated image Structure using Adversarial Network Fang Liu GAN MedIm 55 56 0 03 Dec 2018
IVD-Net: Intervertebral disc localization and segmentation in MRI with a multi-modal UNet Jose Dolz Christian Desrosiers Ismail Ben Ayed 33 111 0 19 Nov 2018
Multi-branch Convolutional Neural Network for Multiple Sclerosis Lesion Segmentation S. Aslani Michael Dayan Stéphane Doncieux Massimo Filippi Vittorio Murino Maria A Rocca Diego Sona 16 140 0 07 Nov 2018
Dense Multi-path U-Net for Ischemic Stroke Lesion Segmentation in Multiple Image Modalities Jose Dolz Ismail Ben Ayed Christian Desrosiers 19 100 0 16 Oct 2018
Exclusive Independent Probability Estimation using Deep 3D Fully Convolutional DenseNets: Application to IsoIntense Infant Brain MRI Segmentation Seyed Raein Hashemi S. Prabhu Simon K. Warfield Ali Gholipour 3DV 24 6 0 21 Sep 2018
A Strategy of MR Brain Tissue Images' Suggestive Annotation Based on Modified U-Net Yang Deng Yao Sun Yongpei Zhu Mingwang Zhu Wei Han Kehong Yuan 24 13 0 19 Jul 2018
Crossbar-Net: A Novel Convolutional Network for Kidney Tumor Segmentation in CT Images Qian Yu Yinghuan Shi Jinquan Sun Yang Gao Yakang Dai Jianbing Zhu 27 97 0 27 Apr 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches Md. Zahangir Alom T. Taha C. Yakopcic Stefan Westberg P. Sidike Mst Shamima Nasrin B. Van Essen A. Awwal V. Asari VLM 34 875 0 03 Mar 2018
DeepPap: Deep Convolutional Networks for Cervical Cell Classification Ling Zhang Le Lu Isabella Nogues Ronald M. Summers Shaoxiong Liu Jianhua Yao 35 384 0 25 Jan 2018
QuickNAT: A Fully Convolutional Network for Quick and Accurate Segmentation of Neuroanatomy Abhijit Guha Roy Sailesh Conjeti Nassir Navab Christian Wachinger 38 223 0 12 Jan 2018
Isointense Infant Brain Segmentation with a Hyper-dense Connected Convolutional Neural Network Jose Dolz Ismail Ben Ayed Jing Yuan Christian Desrosiers 24 10 0 16 Oct 2017
Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images Heran Yang Jian Sun Huibin Li Lisheng Wang Zongben Xu 35 27 0 27 Sep 2017
MR Acquisition-Invariant Representation Learning Wouter M. Kouw Marco Loog L. Bartels A. Mendrik OOD 29 11 0 22 Sep 2017
Adversarial training and dilated convolutions for brain MRI segmentation P. Moeskops M. Veta Maxime W. Lafarge K. Eppenhof J. Pluim MedIm GAN 30 132 0 11 Jul 2017
Learning a Variational Network for Reconstruction of Accelerated MRI Data Kerstin Hammernik Teresa Klatzer Erich Kobler M. Recht D. Sodickson Thomas Pock Florian Knoll 20 1,523 0 03 Apr 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 376 10,639 0 19 Feb 2017
A deep learning model integrating FCNNs and CRFs for brain tumor segmentation Xiaomei Zhao Yihong Wu Guidong Song Zhenye Li Yazhuo Zhang Yong-Xian Fan MedIm 24 669 0 15 Feb 2017
3D fully convolutional networks for subcortical segmentation in MRI: A large-scale study J. Dolz Christian Desrosiers Ismail Ben Ayed 3DV 32 365 0 12 Dec 2016
Deep Multi-scale Location-aware 3D Convolutional Neural Networks for Automated Detection of Lacunes of Presumed Vascular Origin Mohsen Ghafoorian N. Karssemeijer Tom Heskes M. Bergkamp Joost Wissink ... K. Keizer F.‐E. Leeuw Bram van Ginneken E. Marchiori B. Platel MedIm 212 123 0 24 Oct 2016
Location Sensitive Deep Convolutional Neural Networks for Segmentation of White Matter Hyperintensities Mohsen Ghafoorian N. Karssemeijer Tom Heskes I. V. Uden C. I. Sánchez G. Litjens F.‐E. Leeuw Bram van Ginneken E. Marchiori B. Platel SSeg 23 236 0 16 Oct 2016