Brain Tumor Segmentation with Deep Neural Networks

13 May 2015

Aaron Courville

Papers citing "Brain Tumor Segmentation with Deep Neural Networks"

50 / 177 papers shown

Title
Soft labeling by Distilling Anatomical knowledge for Improved MS Lesion Segmentation Eytan Kats Jacob Goldberger H. Greenspan 22 45 0 26 Jan 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
Boundary loss for highly unbalanced segmentation H. Kervadec Jihene Bouchtiba Christian Desrosiers Eric Granger Jose Dolz Ismail Ben Ayed 13 475 0 17 Dec 2018
Brain Tumor Segmentation using an Ensemble of 3D U-Nets and Overall Survival Prediction using Radiomic Features Xue Feng Nicholas J. Tustison C. Meyer 48 224 0 03 Dec 2018
Elastic Boundary Projection for 3D Medical Image Segmentation Tianwei Ni Lingxi Xie Huangjie Zheng Elliot K. Fishman Alan Yuille 27 34 0 03 Dec 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 22 1,608 0 25 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 6 139 0 07 Nov 2018
A Volumetric Convolutional Neural Network for Brain Tumor Segmentation Ryan Sherman 27 4 0 27 Oct 2018
Automatic Brain Tumor Segmentation using Convolutional Neural Networks with Test-Time Augmentation Guotai Wang Wenqi Li Sebastien Ourselin Tom Kamiel Magda Vercauteren 19 151 0 18 Oct 2018
Bottleneck Supervised U-Net for Pixel-wise Liver and Tumor Segmentation Song Li Geoffrey Tso SSeg 14 17 0 16 Oct 2018
Deep Recurrent Level Set for Segmenting Brain Tumors T. Hoang Raajitha Gummadi Marios Savvides 3DV 14 36 0 10 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
Brain Tumor Segmentation Using Deep Learning by Type Specific Sorting of Images Zahra Sobhaninia Safiyeh Rezaei A. Noroozi Mehdi Ahmadi Hamidreza Zarrabi N. Karimi Ali Emami S. Samavi 14 78 0 20 Sep 2018
Retrospective correction of Rigid and Non-Rigid MR motion artifacts using GANs Karim Armanious S. Gatidis K. Nikolaou Bin Yang Thomas Kustner MedIm 24 39 0 17 Sep 2018
Deeply Self-Supervised Contour Embedded Neural Network Applied to Liver Segmentation Minyoung Chung Jingyu Lee Minkyung Lee Jeongjin Lee Y. Shin MedIm 24 27 0 02 Aug 2018
TBI Contusion Segmentation from MRI using Convolutional Neural Networks Snehashis Roy J. Butman L. Chan Dzung L. Pham MedIm 27 22 0 27 Jul 2018
A CADe System for Gliomas in Brain MRI using Convolutional Neural Networks Subhashis Banerjee Sushmita Mitra Anmol Sharma B. Uma Shankar 17 14 0 20 Jun 2018
Diffeomorphic brain shape modelling using Gauss-Newton optimisation Yael Balbastre Mikael Brudfors Kevin Bronik John Ashburner 24 10 0 19 Jun 2018
MedGAN: Medical Image Translation using GANs Karim Armanious Chenming Yang Marc Fischer Thomas Kustner K. Nikolaou S. Gatidis Bin Yang GAN MedIm 14 540 0 17 Jun 2018
Disease Prediction using Graph Convolutional Networks: Application to Autism Spectrum Disorder and Alzheimer's Disease Sarah Parisot S. Ktena Enzo Ferrante M. J. Lee Ricardo Guerrero Ben Glocker Daniel Rueckert MedIm 22 526 0 05 Jun 2018
RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records Bum Chul Kwon Min-Je Choi J. Kim Edward Choi Young Bin Kim Soonwook Kwon Jimeng Sun Jaegul Choo 36 251 0 28 May 2018
Circuit designs for superconducting optoelectronic loop neurons J. Shainline S. Buckley A. McCaughan J. Chiles R. Mirin S. Nam 19 56 0 04 May 2018
Lidar Cloud Detection with Fully Convolutional Networks E. Cromwell Donna Flynn 3DPC 13 16 0 02 May 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
Abdominal multi-organ segmentation with organ-attention networks and statistical fusion Yan Wang Yuyin Zhou Wei Shen Seyoun Park Elliot K. Fishman Alan Yuille 14 215 0 23 Apr 2018
Towards Clinical Diagnosis: Automated Stroke Lesion Segmentation on Multimodal MR Image Using Convolutional Neural Network Zhiyang Liu Chen Cao Shuxue Ding T. Han Zhiang Liu Sheng Liu 16 31 0 05 Mar 2018
Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge Fabian Isensee Philipp Kickingereder Wolfgang Wick Martin Bendszus Klaus H. Maier-Hein 27 494 0 28 Feb 2018
Brain Tumor Type Classification via Capsule Networks Parnian Afshar Arash Mohammadi Konstantinos N. Plataniotis 11 420 0 27 Feb 2018
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation Md. Zahangir Alom Mahmudul Hasan C. Yakopcic T. Taha V. Asari SSeg 42 1,003 0 20 Feb 2018
Fully Convolutional Network Ensembles for White Matter Hyperintensities Segmentation in MR Images Hongwei Bran Li Gongfa Jiang Jianguo Zhang Ruixuan Wang Zhaolei Wang Weishi Zheng Bjoern H. Menze 34 194 0 14 Feb 2018
Multiparametric Deep Learning Tissue Signatures for a Radiological Biomarker of Breast Cancer: Preliminary Results V. Parekh K. Macura S. Harvey I. Kamel R. Khouli D. Bluemke M. Jacobs MedIm 29 35 0 10 Feb 2018
MRI Tumor Segmentation with Densely Connected 3D CNN Lele Chen Yue Wu Adora M. DSouza A. Abidin A. Wismüller Chenliang Xu 39 119 0 18 Jan 2018
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers Mahendra Khened Alex Varghese Ganapathy Krishnamurthi 24 310 0 16 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
Brain Tumor Segmentation Based on Refined Fully Convolutional Neural Networks with A Hierarchical Dice Loss Jiachi Zhang Xiaolei Shen Tianqi Zhuo Hong Zhou 27 39 0 25 Dec 2017
Partial Labeled Gastric Tumor Segmentation via patch-based Reiterative Learning Yang Nan Gianmarc Coppola Q. Liang Kunlin Zou Wei Sun Dan Zhang Yaonan Wang Guanzhen Yu 23 7 0 20 Dec 2017
Integrated Model, Batch and Domain Parallelism in Training Neural Networks A. Gholami A. Azad Peter H. Jin Kurt Keutzer A. Buluç 26 82 0 12 Dec 2017
A 3D Coarse-to-Fine Framework for Volumetric Medical Image Segmentation Zhuotun Zhu Yingda Xia Wei-Che Shen Elliot K. Fishman Alan Yuille 27 133 0 01 Dec 2017
Learning Deep Representations of Medical Images using Siamese CNNs with Application to Content-Based Image Retrieval Yu-An Chung W. Weng SSL MedIm 32 67 0 22 Nov 2017
Applications of Deep Learning and Reinforcement Learning to Biological Data M. S. M. Mahmud M. S. Kaiser Amir Hussain S. Vassanelli OffRL AI4CE 41 641 0 10 Nov 2017
Tumor Classification and Segmentation of MR Brain Images Tanvi Gupta Pranay Manocha Tapan K. Gandhi R. Gupta B. K. Panigrahi 22 9 0 31 Oct 2017
Improved Workflow for Unsupervised Multiphase Image Segmentation B. West Taylor S. Hodgdon M. Parno A. Song 19 2 0 26 Oct 2017
A systematic study of the class imbalance problem in convolutional neural networks Mateusz Buda A. Maki Maciej A. Mazurowski 44 2,318 0 15 Oct 2017
Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images Heran Yang Jian Sun Huibin Li Lisheng Wang Zongben Xu 33 27 0 27 Sep 2017
Dynamic Multiscale Tree Learning Using Ensemble Strong Classifiers for Multi-label Segmentation of Medical Images with Lesions Samya Amiri Mohamed Ali Mahjoub I. Rekik 24 4 0 05 Sep 2017
Accurate Lung Segmentation via Network-Wise Training of Convolutional Networks Sangheum Hwang Sunggyun Park SSeg 23 45 0 02 Aug 2017
Segmentation of Glioma Tumors in Brain Using Deep Convolutional Neural Network S. Hussain Syed Muhammad Anwar Muhammad Majid 26 207 0 01 Aug 2017
A Deep Learning Approach to Digitally Stain Optical Coherence Tomography Images of the Optic Nerve Head S. Devalla J. Mari T. A. Tun N. Strouthidis Tin Aung Alexandre Hoang Thiery M. Girard 14 88 0 24 Jul 2017
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Kamiel Magda Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 38 2,121 0 11 Jul 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