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Deep Learning Based Brain Tumor Segmentation: A Survey

18 July 2020

Papers citing "Deep Learning Based Brain Tumor Segmentation: A Survey"

50 / 101 papers shown

Title
Imbalanced Deep Learning by Minority Class Incremental Rectification Qi Dong S. Gong Xiatian Zhu 47 329 0 28 Apr 2018
Taskonomy: Disentangling Task Transfer Learning Amir Zamir Alexander Sax Bokui (William) Shen Leonidas Guibas Jitendra Malik Silvio Savarese 123 1,220 0 23 Apr 2018
Deep Autoencoding Models for Unsupervised Anomaly Segmentation in Brain MR Images Christoph Baur Benedikt Wiestler Shadi Albarqouni Nassir Navab UQCV MedIm 55 442 0 12 Apr 2018
Efficient Interactive Annotation of Segmentation Datasets with Polygon-RNN++ David Acuna Huan Ling Amlan Kar Sanja Fidler 99 403 0 26 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 132 495 0 28 Feb 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 184 19,316 0 13 Jan 2018
Visualizing the Loss Landscape of Neural Nets Hao Li Zheng Xu Gavin Taylor Christoph Studer Tom Goldstein 252 1,893 0 28 Dec 2017
Deep convolutional neural networks for brain image analysis on magnetic resonance imaging: a review J. Bernal Kaisar Kushibar Daniel S. Asfaw Sergi Valverde A. Oliver Robert Martí Xavier Llado 68 352 0 11 Dec 2017
Automatic Segmentation and Overall Survival Prediction in Gliomas using Fully Convolutional Neural Network and Texture Analysis Varghese Alex Mohammed Safwan Ganapathy Krishnamurthi MedIm 26 15 0 06 Dec 2017
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
Sequential 3D U-Nets for Biologically-Informed Brain Tumor Segmentation Andrew Beers Ken Chang James M. Brown Emmett Sartor C. P. Mammen Elizabeth R Gerstner Bruce Rosen Jayashree Kalpathy-Cramer 52 49 0 09 Sep 2017
Automatic Brain Tumor Segmentation using Cascaded Anisotropic Convolutional Neural Networks Guotai Wang Wenqi Li Sebastien Ourselin Tom Vercauteren 70 482 0 01 Sep 2017
Conditional Adversarial Network for Semantic Segmentation of Brain Tumor Mina Rezaei Konstantin Harmuth Willi Gierke Thomas Kellermeier Martin Fischer Haojin Yang Christoph Meinel GAN MedIm 57 121 0 17 Aug 2017
A Survey on Multi-Task Learning Yu Zhang Qiang Yang AIMat 605 2,235 0 25 Jul 2017
The Reversible Residual Network: Backpropagation Without Storing Activations Aidan Gomez Mengye Ren R. Urtasun Roger C. Grosse 74 550 0 14 Jul 2017
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 122 2,149 0 11 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 69 548 0 06 Jun 2017
Dilated Residual Networks Feng Yu V. Koltun Thomas Funkhouser MedIm 121 1,619 0 28 May 2017
Automatic Brain Tumor Detection and Segmentation Using U-Net Based Fully Convolutional Networks Hao Dong Guang Yang Fangde Liu Yuanhan Mo Yike Guo 56 726 0 10 May 2017
Joint Sequence Learning and Cross-Modality Convolution for 3D Biomedical Segmentation Kuan-Lun Tseng Yen-Liang Lin Winston H. Hsu Chung-Yang Huang MedIm 56 163 0 25 Apr 2017
Annotating Object Instances with a Polygon-RNN Lluis Castrejon Kaustav Kundu R. Urtasun Sanja Fidler SSeg 108 360 0 18 Apr 2017
Automatic segmentation of MR brain images with a convolutional neural network P. Moeskops M. Viergever A. Mendrik L. D. Vries M. Benders Ivana Išgum 48 785 0 11 Apr 2017
Loss Max-Pooling for Semantic Image Segmentation Samuel Rota Buló Gerhard Neuhold Peter Kontschieder SSeg 80 117 0 10 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 675 10,786 0 19 Feb 2017
Improving automated multiple sclerosis lesion segmentation with a cascaded 3D convolutional neural network approach Sergi Valverde Mariano Cabezas E. Roura Sandra González-Villá D. Pareto J. Vilanova L. Ramió-Torrentá À. Rovira A. Oliver Xavier Llado 37 351 0 16 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 53 673 0 15 Feb 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 79 478 0 28 Dec 2016
Semantic Segmentation using Adversarial Networks Pauline Luc Camille Couprie Soumith Chintala Jakob Verbeek GAN SSeg 85 723 0 25 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 245 125 0 24 Oct 2016
Error bounds for approximations with deep ReLU networks Dmitry Yarotsky 195 1,230 0 03 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 775 36,813 0 25 Aug 2016
The Importance of Skip Connections in Biomedical Image Segmentation M. Drozdzal Eugene Vorontsov Gabriel Chartrand Samuel Kadoury C. Pal MedIm 81 1,047 0 14 Aug 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 229 8,688 0 15 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 265 18,240 0 02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 741 37,862 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 137 3,057 0 18 Mar 2016
Recent Advances in Convolutional Neural Networks Jiuxiang Gu Zhenhua Wang Jason Kuen Lianyang Ma Amir Shahroudy ... Xingxing Wang Li Wang Gang Wang Jianfei Cai Tsuhan Chen 211 5,217 0 22 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
SSD: Single Shot MultiBox Detector Wen Liu Dragomir Anguelov D. Erhan Christian Szegedy Scott E. Reed Cheng-Yang Fu Alexander C. Berg ObjD BDL 238 29,830 0 08 Dec 2015
Parallel Multi-Dimensional LSTM, With Application to Fast Biomedical Volumetric Image Segmentation Marijn F. Stollenga Wonmin Byeon Marcus Liwicki Jürgen Schmidhuber 66 295 0 24 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,196 0 18 May 2015
Learning Deconvolution Network for Semantic Segmentation Hyeonwoo Noh Seunghoon Hong Bohyung Han SSeg 232 4,178 0 17 May 2015
Brain Tumor Segmentation with Deep Neural Networks Mohammad Havaei Axel Davy David Warde-Farley A. Biard Aaron Courville Yoshua Bengio C. Pal Pierre-Marc Jodoin Hugo Larochelle 3DV 112 2,878 0 13 May 2015
Conditional Random Fields as Recurrent Neural Networks Shuai Zheng Sadeep Jayasumana Bernardino Romera-Paredes Vibhav Vineet Zhizhong Su Dalong Du Chang Huang Philip Torr SSeg 243 2,536 0 11 Feb 2015
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention Ke Xu Jimmy Ba Ryan Kiros Kyunghyun Cho Aaron Courville Ruslan Salakhutdinov R. Zemel Yoshua Bengio DiffM 348 10,070 0 10 Feb 2015
Deep Neural Networks for Anatomical Brain Segmentation A. D. Brébisson Giovanni Montana 68 325 0 09 Feb 2015
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 196 4,896 0 22 Dec 2014
Deep Domain Confusion: Maximizing for Domain Invariance Eric Tzeng Judy Hoffman Ning Zhang Kate Saenko Trevor Darrell OOD 172 2,605 0 10 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,386 0 04 Sep 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 413 43,777 0 01 May 2014