Deep Learning with Mixed Supervision for Brain Tumor Segmentation

10 December 2018

Papers citing "Deep Learning with Mixed Supervision for Brain Tumor Segmentation"

25 / 25 papers shown

Title
Scribble-based Hierarchical Weakly Supervised Learning for Brain Tumor Segmentation Zhanghexuan Ji Yan Shen Chunwei Ma Mingchen Gao 75 64 0 05 Nov 2019
3D Convolutional Neural Networks for Tumor Segmentation using Long-range 2D Context Pawel Mlynarski H. Delingette A. Criminisi N. Ayache MedIm 3DV 36 106 0 23 Jul 2018
Semi-Supervised Learning via Compact Latent Space Clustering Konstantinos Kamnitsas Daniel Coelho De Castro Loic Le Folgoc Ian Walker Ryutaro Tanno Daniel Rueckert Ben Glocker A. Criminisi A. Nori SSL 63 89 0 07 Jun 2018
Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis Veronika Cheplygina Marleen de Bruijne J. Pluim 66 748 0 17 Apr 2018
Adversarial Learning for Semi-Supervised Semantic Segmentation Wei-Chih Hung Yi-Hsuan Tsai Yan-Ting Liou Yen-Yu Lin Ming-Hsuan Yang GAN SSeg 110 552 0 22 Feb 2018
Ensembles of Multiple Models and Architectures for Robust Brain Tumour Segmentation Konstantinos Kamnitsas Wenjia Bai Enzo Ferrante Jingyu Sun Matthew Sinclair ... Martin Rajchl Matthew C. H. Lee Bernhard Kainz Daniel Rueckert Ben Glocker 3DV AAML OOD 67 436 0 04 Nov 2017
Automatic Brain Tumor Segmentation using Cascaded Anisotropic Convolutional Neural Networks Guotai Wang Wenqi Li Sebastien Ourselin Tom Vercauteren 67 481 0 01 Sep 2017
GP-Unet: Lesion Detection from Weak Labels with a 3D Regression Network Florian Dubost Gerda Bortsova H. Adams M. Ikram W. Niessen Meike W. Vernooij Marleen De Bruijne MedIm 45 61 0 22 May 2017
Built-in Foreground/Background Prior for Weakly-Supervised Semantic Segmentation F. Saleh Mohammad Sadegh Ali Akbarian Mathieu Salzmann L. Petersson Stephen Gould J. Álvarez 73 139 0 02 Sep 2016
DeepCut: Object Segmentation from Bounding Box Annotations using Convolutional Neural Networks Martin Rajchl M. J. Lee Ozan Oktay Konstantinos Kamnitsas Jonathan Passerat-Palmbach ... Mellisa Damodaram Mary A. Rutherford Joseph V. Hajnal Bernhard Kainz Daniel Rueckert 51 377 0 25 May 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 735 37,846 0 20 May 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 132 3,057 0 18 Mar 2016
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems Martín Abadi Ashish Agarwal P. Barham E. Brevdo Zhiwen Chen ... Pete Warden Martin Wattenberg Martin Wicke Yuan Yu Xiaoqiang Zheng 269 11,152 0 14 Mar 2016
Learning Transferrable Knowledge for Semantic Segmentation with Deep Convolutional Neural Network Seunghoon Hong Junhyuk Oh Bohyung Han Honglak Lee SSeg 86 174 0 24 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,878 0 10 Dec 2015
Decoupled Deep Neural Network for Semi-supervised Semantic Segmentation Seunghoon Hong Hyeonwoo Noh Bohyung Han SSeg 113 338 0 16 Jun 2015
What's the Point: Semantic Segmentation with Point Supervision Amy Bearman Olga Russakovsky V. Ferrari Li Fei-Fei 3DPC 98 985 0 06 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,133 0 18 May 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,289 0 11 Feb 2015
Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image Segmentation George Papandreou Liang-Chieh Chen Kevin Patrick Murphy Alan Yuille SSeg 100 918 0 09 Feb 2015
Fully Convolutional Multi-Class Multiple Instance Learning Deepak Pathak Evan Shelhamer Jonathan Long Trevor Darrell SSL 89 315 0 22 Dec 2014
Self-taught Object Localization with Deep Networks Loris Bazzani Alessandro Bergamo Dragomir Anguelov Lorenzo Torresani SSL ObjD 71 154 0 13 Sep 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.6K 100,348 0 04 Sep 2014
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan Andrea Vedaldi Andrew Zisserman FAtt 309 7,292 0 20 Dec 2013
Rich feature hierarchies for accurate object detection and semantic segmentation Ross B. Girshick Jeff Donahue Trevor Darrell Jitendra Malik ObjD 289 26,181 0 11 Nov 2013