Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge

28 February 2018

Fabian Isensee

Philipp Kickingereder

Wolfgang Wick

Martin Bendszus

Klaus H. Maier-Hein

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Papers citing "Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge"

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A Survey and Analysis on Automated Glioma Brain Tumor Segmentation and Overall Patient Survival Prediction R. Agravat M. Raval 24 22 0 26 Jan 2021
Glioblastoma Multiforme Patient Survival Prediction Snehal Rajput R. Agravat Mohendra Roy M. Raval 19 10 0 26 Jan 2021
MRI Images, Brain Lesions and Deep Learning D. Castillo Vasudevan Lakshminarayanan M. Rodríguez-Álvarez OOD 27 3 0 13 Jan 2021
HI-Net: Hyperdense Inception 3D UNet for Brain Tumor Segmentation Saqib Qamar Parvez Ahmad Linlin Shen 17 26 0 12 Dec 2020
A Multi-task Contextual Atrous Residual Network for Brain Tumor Detection & Segmentation Ngan Le Kashu Yamazaki Dat T. Truong Kha Gia Quach Marios Savvides MedIm 20 18 0 03 Dec 2020
Deep Learning in Computer-Aided Diagnosis and Treatment of Tumors: A Survey Dan Zhao Guizhi Xu Xu Zhenghua Thomas Lukasiewicz Minmin Xue Zhigang Fu OOD 11 2 0 02 Nov 2020
nnU-Net for Brain Tumor Segmentation Fabian Isensee Paul F. Jaeger Peter M. Full Philipp Vollmuth Klaus H. Maier-Hein 20 292 0 02 Nov 2020
Context Aware 3D UNet for Brain Tumor Segmentation Parvez Ahmad Saqib Qamar Linlin Shen Adnan Saeed SSeg 16 34 0 25 Oct 2020
Convolutional 3D to 2D Patch Conversion for Pixel-wise Glioma Segmentation in MRI Scans M. Hamghalam Baiying Lei Tianfu Wang MedIm 20 15 0 20 Oct 2020
ivadomed: A Medical Imaging Deep Learning Toolbox C. Gros A. Lemay Olivier Vincent Lucas Rouhier Anthime Bucquet Joseph Paul Cohen Julien Cohen-Adad LM&MA MedIm 21 15 0 20 Oct 2020
Learning Non-Unique Segmentation with Reward-Penalty Dice Loss Jiabo He S. Erfani S. Wijewickrema S. O'Leary K. Ramamohanarao 18 3 0 23 Sep 2020
Deep Learning Based Segmentation of Various Brain Lesions for Radiosurgery Siang-Ruei Wu Hao Chang Florence T. Su Heng-Chun Liao Wanju Tseng Chun-Chih Liao F. Lai F. Hsu Furen Xiao 3DV MedIm 10 13 0 22 Jul 2020
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 24 227 0 18 Jul 2020
Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image Segmentation Siyu Liu Weiqun Dai Craig B. Engstrom Jurgen Fripp Stuart Crozier Jason Dowling Shekhar S. Chandra 23 0 0 28 Jun 2020
Adaptive feature recombination and recalibration for semantic segmentation with Fully Convolutional Networks Sérgio Pereira Adriano Pinto Joana Amorim Alexandrine Ribeiro Victor Alves Carlos Alberto Silva 6 63 0 19 Jun 2020
M2Net: Multi-modal Multi-channel Network for Overall Survival Time Prediction of Brain Tumor Patients Tao Zhou Huazhu Fu Yu Zhang Changqing Zhang Xiankai Lu Jianbing Shen Ling Shao 44 21 0 01 Jun 2020
A Review on End-To-End Methods for Brain Tumor Segmentation and Overall Survival Prediction Snehal Rajput M. Raval 3DV 28 12 0 31 May 2020
Prediction of Thrombectomy Functional Outcomes using Multimodal Data Zeynel A. Samak Philip Clatworthy Majid Mirmehdi 8 18 0 26 May 2020
AutoML Segmentation for 3D Medical Image Data: Contribution to the MSD Challenge 2018 Oliver Rippel Leon Weninger Dorit Merhof 9 2 0 20 May 2020
Neural Architecture Search for Gliomas Segmentation on Multimodal Magnetic Resonance Imaging Feifan Wang 19 5 0 13 May 2020
A review: Deep learning for medical image segmentation using multi-modality fusion Tongxue Zhou S. Ruan S. Canu 24 504 0 22 Apr 2020
An automatic COVID-19 CT segmentation network using spatial and channel attention mechanism Tongxue Zhou S. Canu S. Ruan 15 54 0 14 Apr 2020
Attention-Guided Version of 2D UNet for Automatic Brain Tumor Segmentation Mehrdad Noori Ali Bahri K. Mohammadi 3DV 19 93 0 04 Apr 2020
3D Deep Learning on Medical Images: A Review S. Singh Lipo Wang Sukrit Gupta Haveesh Goli P. Padmanabhan Balázs Gulyás MedIm 13 417 0 01 Apr 2020
A level set representation method for N-dimensional convex shape and applications Lingfeng Li Shousheng Luo X. Tai Jiang Yang 11 2 0 21 Mar 2020
Brain tumor segmentation with missing modalities via latent multi-source correlation representation Tongxue Zhou S. Canu P. Vera S. Ruan 20 42 0 19 Mar 2020
T-Net: Learning Feature Representation with Task-specific Supervision for Biomedical Image Analysis Weinan Song Yuan Liang Jiawei Yang Kun Wang Lei He 12 0 0 19 Feb 2020
Hippocampus Segmentation on Epilepsy and Alzheimer's Disease Studies with Multiple Convolutional Neural Networks Diedre Carmo Bruna Silva C. Yasuda Letícia Rittner R. Lotufo 25 45 0 14 Jan 2020
Transfer Learning for Brain Tumor Segmentation Jonas Wacker Marcelo Ladeira J. Nascimento MedIm 11 21 0 28 Dec 2019
Multi-Resolution 3D CNN for MRI Brain Tumor Segmentation and Survival Prediction Mehdi Amian Mohammadreza Soltaninejad 27 32 0 19 Nov 2019
Cardiac MRI Image Segmentation for Left Ventricle and Right Ventricle using Deep Learning Bo-in Seo Daniel Mariano John Beckfield Vinay Madenur Yuming Hu Tony Reina Marcus Bobar M. H. Nguyen I. Altintas 13 5 0 17 Sep 2019
3D U-Net Based Brain Tumor Segmentation and Survival Days Prediction Feifan Wang Runzhou Jiang Liqin Zheng Chun Meng B. Biswal 23 7 0 15 Sep 2019
Prediction of Overall Survival of Brain Tumor Patients R. Agravat M. Raval 13 16 0 10 Sep 2019
Automated Brain Tumour Segmentation Using Deep Fully Residual Convolutional Neural Networks Indrajit Mazumdar 12 4 0 12 Aug 2019
Predicted disease compositions of human gliomas estimated from multiparametric MRI can predict endothelial proliferation, tumor grade, and overall survival Emily E. Diller Shan Cao Beth Ey R. Lober J. Parker 11 0 0 06 Aug 2019
A Survey on Deep Learning of Small Sample in Biomedical Image Analysis Pengyi Zhang Yunxin Zhong Yulin Deng Xiaoying Tang Xiaoqiong Li 22 32 0 01 Aug 2019
Probabilistic Point Cloud Reconstructions for Vertebral Shape Analysis Anjany Sekuboyina Markus Rempfler A. Valentinitsch M. Löffler Jan S. Kirschke Bjoern H. Menze 3DPC 18 10 0 22 Jul 2019
A fully 3D multi-path convolutional neural network with feature fusion and feature weighting for automatic lesion identification in brain MRI images Yunzhe Xue Meiyan Xie F. Farhat Olga Boukrina A. Barrett J. Binder Usman Roshan William W. Graves MedIm 11 5 0 17 Jul 2019
Improving 3D U-Net for Brain Tumor Segmentation by Utilizing Lesion Prior Po-Yu Kao Jefferson W. Chen B. S. Manjunath 16 6 0 29 Jun 2019
CNN-based Survival Model for Pancreatic Ductal Adenocarcinoma in Medical Imaging Yucheng Zhang Edrise M. Lobo-Mueller P. Karanicolas S. Gallinger M. Haider Farzad Khalvati MedIm 8 68 0 25 Jun 2019
One-pass Multi-task Networks with Cross-task Guided Attention for Brain Tumor Segmentation Chenhong Zhou Changxing Ding Xinchao Wang Zhentai Lu Dacheng Tao 8 165 0 05 Jun 2019
3D Dense Separated Convolution Module for Volumetric Image Analysis Lei Qu Changfeng Wu Liang Zou 12 2 0 14 May 2019
Missing MRI Pulse Sequence Synthesis using Multi-Modal Generative Adversarial Network Anmol Sharma Ghassan Hamarneh MedIm GAN 29 169 0 27 Apr 2019
Effective 3D Humerus and Scapula Extraction using Low-contrast and High-shape-variability MR Data Xiaoxiao He Chaowei Tan Yuting Qiao Virak Tan Dimitris N. Metaxas Kang Li 14 10 0 22 Feb 2019
Accurate 3D Cell Segmentation using Deep Feature and CRF Refinement Jiaxiang Jiang Po-Yu Kao S. Belteton D. Szymanski B. S. Manjunath 3DV 11 15 0 13 Feb 2019
Extended 2D Consensus Hippocampus Segmentation Diedre Carmo Bruna Silva C. Yasuda Letícia Rittner R. Lotufo 22 6 0 12 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 19 476 0 31 Jan 2019
Combined tract segmentation and orientation mapping for bundle-specific tractography Jakob Wasserthal Peter Neher D. Hirjak Klaus H. Maier-Hein 25 121 0 29 Jan 2019
Cascaded V-Net using ROI masks for brain tumor segmentation Adrià Casamitjana Hugo J. Kuijf Bjoern H. Menze M. Reyes Verónica Vilaplana 17 196 0 30 Dec 2018
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method Haruki Imai Samuel Matzek Tung D. Le Yasushi Negishi K. Kawachiya MedIm 12 10 0 19 Dec 2018