U-Net: Convolutional Networks for Biomedical Image Segmentation

18 May 2015

Thomas Brox

Papers citing "U-Net: Convolutional Networks for Biomedical Image Segmentation"

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Title
EAST: An Efficient and Accurate Scene Text Detector Xinyu Zhou Cong Yao He Wen Yuzhi Wang Shuchang Zhou Weiran He Jiajun Liang 11 1,484 0 11 Apr 2017
A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction Jo Schlemper Jose Caballero Joseph V. Hajnal Anthony N. Price Daniel Rueckert 22 1,119 0 08 Apr 2017
ReLayNet: Retinal Layer and Fluid Segmentation of Macular Optical Coherence Tomography using Fully Convolutional Network Abhijit Guha Roy Sailesh Conjeti S. Karri Debdoot Sheet A. Katouzian Christian Wachinger Nassir Navab MedIm 22 530 0 07 Apr 2017
Sparse Autoencoder for Unsupervised Nucleus Detection and Representation in Histopathology Images L. Hou Vu Nguyen Dimitris Samaras Tahsin M. Kurc Yi Gao Tianhao Zhao Joel H. Saltz MedIm 22 143 0 03 Apr 2017
Unsupervised Holistic Image Generation from Key Local Patches Donghoon Lee Sangdoo Yun Sungjoon Choi Hwiyeon Yoo Ming-Hsuan Yang Songhwai Oh GAN 27 11 0 31 Mar 2017
Unrestricted Facial Geometry Reconstruction Using Image-to-Image Translation Matan Sela Elad Richardson Ron Kimmel CVBM 3DH 14 264 0 29 Mar 2017
SCAN: Structure Correcting Adversarial Network for Organ Segmentation in Chest X-rays Wei-Ming Dai Joseph Doyle Xiaodan Liang Zeya Wang Nanqing Dong H. M. Zhang Eric P. Xing MedIm 23 170 0 26 Mar 2017
Classifying Symmetrical Differences and Temporal Change in Mammography Using Deep Neural Networks Thijs Kooi N. Karssemeijer 23 48 0 22 Mar 2017
Comparison of Different Methods for Tissue Segmentation in Histopathological Whole-Slide Images Péter Bándi Rob van de Loo M. Intezar D. Geijs F. Ciompi Bram van Ginneken Jeroen van der Laak G. Litjens 12 42 0 17 Mar 2017
Comparison of the Deep-Learning-Based Automated Segmentation Methods for the Head Sectioned Images of the Virtual Korean Human Project M. Eshghi H. Roth M. Oda M. Chung K. Mori 13 3 0 15 Mar 2017
Data-Driven Color Augmentation Techniques for Deep Skin Image Analysis Adrian Galdran Aitor Alvarez-Gila Maria Inês Meyer C. L. Saratxaga Teresa Araújo Estíbaliz Garrote Guilherme Aresta P. Costa A. Mendonça A. Campilho 19 63 0 10 Mar 2017
A Novel Multi-task Deep Learning Model for Skin Lesion Segmentation and Classification Xulei Yang Zeng Zeng S. Yeo Colin Tan H. Tey Yi Su SSeg 29 99 0 03 Mar 2017
A Deep Cascade of Convolutional Neural Networks for MR Image Reconstruction Jo Schlemper Jose Caballero Joseph V. Hajnal Anthony N. Price Daniel Rueckert 12 348 0 01 Mar 2017
Adversarial Networks for the Detection of Aggressive Prostate Cancer Simon A. A. Kohl D. Bonekamp H. Schlemmer Kaneschka Yaqubi Markus Hohenfellner B. Hadaschik J. Radtke Klaus Maier-Hein MedIm GAN 27 113 0 26 Feb 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 278 10,613 0 19 Feb 2017
Estimation of the volume of the left ventricle from MRI images using deep neural networks Fangzhou Liao Xi Chen Xiaolin Hu Sen Song 37 49 0 13 Feb 2017
Spatial Aggregation of Holistically-Nested Convolutional Neural Networks for Automated Pancreas Localization and Segmentation H. Roth Le Lu Nathan S. Lay Adam P. Harrison A. Farag Andrew Sohn Ronald M. Summers 23 285 0 31 Jan 2017
PixelCNN++: Improving the PixelCNN with Discretized Logistic Mixture Likelihood and Other Modifications Tim Salimans A. Karpathy Xi Chen Diederik P. Kingma 15 930 0 19 Jan 2017
Rotation equivariant vector field networks Diego Marcos Michele Volpi N. Komodakis D. Tuia 17 265 0 29 Dec 2016
Learning Non-Lambertian Object Intrinsics across ShapeNet Categories Jian Shi Yue Dong Hao Su Stella X. Yu 16 181 0 27 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 28 36 0 25 Dec 2016
Automatic Lymphocyte Detection in H&E Images with Deep Neural Networks Jianxu Chen C. Srinivas 29 31 0 09 Dec 2016
Feature Pyramid Networks for Object Detection Tsung-Yi Lin Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 171 21,804 0 09 Dec 2016
End-to-end learning of brain tissue segmentation from imperfect labeling A. Fedorov Jeremy Johnson Eswar Damaraju Alexei Ozerin Vince D. Calhoun Sergey Plis MedIm 11 47 0 03 Dec 2016
Object Detection Free Instance Segmentation With Labeling Transformations Long Jin Zeyu Chen Z. Tu ISeg 18 16 0 28 Nov 2016
Gland Instance Segmentation Using Deep Multichannel Neural Networks Yan Xu Yang Li Yipei Wang Mingyuan Liu Yubo Fan M. Lai E. Chang MedIm 32 163 0 21 Nov 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 60 2,830 0 20 Nov 2016
Deep Residual Learning for Compressed Sensing CT Reconstruction via Persistent Homology Analysis Yoseob Han J. Yoo J. C. Ye 30 203 0 19 Nov 2016
Joint Graph Decomposition and Node Labeling: Problem, Algorithms, Applications Evgeny Levinkov J. Uhrig Siyu Tang Mohamed Omran Eldar Insafutdinov Alexander Kirillov Carsten Rother Thomas Brox Bernt Schiele Bjoern Andres 19 106 0 14 Nov 2016
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 10 2,103 0 11 Nov 2016
Deep Identity-aware Transfer of Facial Attributes Mu-Wei Li W. Zuo David C. Zhang CVBM 18 149 0 18 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 9 236 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 18 631 0 07 Oct 2016
Optimistic and Pessimistic Neural Networks for Scene and Object Recognition René Grzeszick Sebastian Sudholt G. Fink UQCV 28 4 0 26 Sep 2016
Fully-Trainable Deep Matching James Thewlis Shuai Zheng Philip H. S. Torr Andrea Vedaldi 3DV 6 42 0 12 Sep 2016
The Importance of Skip Connections in Biomedical Image Segmentation M. Drozdzal Eugene Vorontsov Gabriel Chartrand Samuel Kadoury C. Pal MedIm 18 1,034 0 14 Aug 2016
Recurrent Fully Convolutional Neural Networks for Multi-slice MRI Cardiac Segmentation Rudra P. K. Poudel P. Lamata Giovanni Montana MedIm 4 247 0 13 Aug 2016
Deep learning trends for focal brain pathology segmentation in MRI Mohammad Havaei N. Guizard Hugo Larochelle Pierre-Marc Jodoin OOD 14 83 0 18 Jul 2016
Gland Instance Segmentation by Deep Multichannel Side Supervision Yan Xu Yang Li Mingyuan Liu Yipei Wang M. Lai E. Chang MedIm 35 109 0 12 Jul 2016
Spatial Aggregation of Holistically-Nested Networks for Automated Pancreas Segmentation H. Roth Le Lu A. Farag Andrew Sohn Ronald M. Summers SSeg 21 148 0 24 Jun 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 15 6,439 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 14 8,541 0 15 Jun 2016
Probe-based Rapid Hybrid Hyperspectral and Tissue Surface Imaging Aided by Fully Convolutional Networks Jianyu Lin N. Clancy Xueqing Sun Ji Qi M. Janatka Danail Stoyanov Daniel Elson 9 7 0 15 Jun 2016
Convolutional Neural Fabrics Shreyas Saxena Jakob Verbeek 16 225 0 08 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 20 18,028 0 02 Jun 2016
Pixel-level Encoding and Depth Layering for Instance-level Semantic Labeling J. Uhrig Marius Cordts Uwe Franke Thomas Brox SSeg 19 173 0 18 Apr 2016
Fully-Automatic Synapse Prediction and Validation on a Large Data Set Gary B. Huang Louis K. Scheffer Stephen M. Plaza 3DV 16 50 0 11 Apr 2016
DCAN: Deep Contour-Aware Networks for Accurate Gland Segmentation Hao Chen Xiaojuan Qi Lequan Yu Pheng-Ann Heng MedIm 22 576 0 10 Apr 2016
Recombinator Networks: Learning Coarse-to-Fine Feature Aggregation S. Honari J. Yosinski Pascal Vincent C. Pal 22 121 0 23 Nov 2015
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 26 1,876 0 17 Nov 2015