Brain Tumor Segmentation with Deep Neural Networks

13 May 2015

Aaron Courville

Papers citing "Brain Tumor Segmentation with Deep Neural Networks"

27 / 177 papers shown

Title
Generalised Wasserstein Dice Score for Imbalanced Multi-class Segmentation using Holistic Convolutional Networks Lucas Fidon Wenqi Li Luis C. García-Peraza-Herrera J. Ekanayake N. Kitchen Sebastien Ourselin Tom Kamiel Magda Vercauteren SSeg 32 149 0 03 Jul 2017
SegAN: Adversarial Network with Multi-scale $L_1$ Loss for Medical Image Segmentation Yuan Xue Tao Xu Han Zhang L. R. Long Xiaolei Huang MedIm GAN 24 541 0 06 Jun 2017
Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning? Nima Tajbakhsh Jae Y. Shin S. Gurudu R. T. Hurst Christopher B. Kendall Michael B. Gotway Jianming Liang 77 2,497 0 02 Jun 2017
3D Convolutional Neural Networks for Brain Tumor Segmentation: A Comparison of Multi-resolution Architectures Adrià Casamitjana Santi Puch Asier Aduriz Verónica Vilaplana 3DV 21 45 0 23 May 2017
Spectral Graph Convolutions for Population-based Disease Prediction Sarah Parisot S. Ktena Enzo Ferrante M. J. Lee Ricardo Guerrero Ben Glocker Daniel Rueckert MedIm 22 210 0 08 Mar 2017
Perceiving and Reasoning About Liquids Using Fully Convolutional Networks Connor Schenck Dieter Fox 17 31 0 05 Mar 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 340 10,633 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 19 669 0 15 Feb 2017
CNN-based Segmentation of Medical Imaging Data Baris Kayalibay Grady Jensen Patrick van der Smagt SSeg 33 414 0 11 Jan 2017
Unsupervised domain adaptation in brain lesion segmentation with adversarial networks Konstantinos Kamnitsas Christian F. Baumgartner C. Ledig Virginia Newcombe Joanna P. Simpson ... David Menon A. Nori A. Criminisi Daniel Rueckert Ben Glocker OOD MedIm 30 477 0 28 Dec 2016
A Fixed-Point Model for Pancreas Segmentation in Abdominal CT Scans Yuyin Zhou Lingxi Xie Wei Shen Yan Wang Elliot K. Fishman Alan Yuille MedIm 41 36 0 25 Dec 2016
3D fully convolutional networks for subcortical segmentation in MRI: A large-scale study J. Dolz Christian Desrosiers Ismail Ben Ayed 3DV 32 364 0 12 Dec 2016
A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images David Vázquez Jorge Bernal F. Sánchez Gloria Fernández-Esparrach Antonio M. López Adriana Romero M. Drozdzal Aaron Courville 3DV 22 623 0 02 Dec 2016
Semi-supervised Learning using Denoising Autoencoders for Brain Lesion Detection and Segmentation Alex Varghese Kiran Vaidhya Subramaniam Thirunavukkarasu C. Kesavdas Ganapathy Krishnamurthi MedIm 29 57 0 26 Nov 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 21 236 0 16 Oct 2016
Automatic Liver and Lesion Segmentation in CT Using Cascaded Fully Convolutional Neural Networks and 3D Conditional Random Fields P. Christ M. Elshaer Florian Ettlinger S. Tatavarty Marc Bickel ... Felix O. Hofmann M. D’Anastasi Wieland H. Sommer Seyed-Ahmad Ahmadi Bjoern H. Menze MedIm 22 631 0 07 Oct 2016
Extraction of Skin Lesions from Non-Dermoscopic Images Using Deep Learning Mohammad Jafari E. Nasr-Esfahani N. Karimi S. M. Reza Soroushmehr S. Samavi Kayvan Najarian MedIm 25 79 0 08 Sep 2016
The Importance of Skip Connections in Biomedical Image Segmentation M. Drozdzal Eugene Vorontsov Gabriel Chartrand Samuel Kadoury C. Pal MedIm 35 1,035 0 14 Aug 2016
Deep learning trends for focal brain pathology segmentation in MRI Mohammad Havaei N. Guizard Hugo Larochelle Pierre-Marc Jodoin OOD 22 83 0 18 Jul 2016
HeMIS: Hetero-Modal Image Segmentation Mohammad Havaei N. Guizard Nicolas Chapados Yoshua Bengio MedIm 21 260 0 18 Jul 2016
Detection and Tracking of Liquids with Fully Convolutional Networks Connor Schenck Dieter Fox 11 17 0 20 Jun 2016
Deep Learning Convolutional Networks for Multiphoton Microscopy Vasculature Segmentation Petteri Teikari Marc A. Santos Charissa Poon K. Hynynen 3DV 21 48 0 08 Jun 2016
Deep Learning in Bioinformatics Seonwoo Min Byunghan Lee Sungroh Yoon AI4CE 3DV 36 1,351 0 21 Mar 2016
Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation Konstantinos Kamnitsas C. Ledig Virginia Newcombe Joanna P. Simpson A. D. Kane David Menon Daniel Rueckert Ben Glocker MedIm 3DV 82 3,038 0 18 Mar 2016
Hough-CNN: Deep Learning for Segmentation of Deep Brain Regions in MRI and Ultrasound Fausto Milletari Seyed-Ahmad Ahmadi Christine Kroll A. Plate Verena E. Rozanski ... J. Levin O. Dietrich B. Ertl-Wagner K. Boetzel Nassir Navab 200 363 0 26 Jan 2016
How much data is needed to train a medical image deep learning system to achieve necessary high accuracy? Junghwan Cho Kyewook Lee Ellie Shin G. Choy Synho Do 33 334 0 19 Nov 2015