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
Dirty Pixels: Towards End-to-End Image Processing and Perception Steven Diamond Vincent Sitzmann Frank D. Julca-Aguilar Stephen P. Boyd Gordon Wetzstein Felix Heide 24 51 0 23 Jan 2017
PixelCNN++: Improving the PixelCNN with Discretized Logistic Mixture Likelihood and Other Modifications Tim Salimans A. Karpathy Xi Chen Diederik P. Kingma 17 931 0 19 Jan 2017
CNN-based Segmentation of Medical Imaging Data Baris Kayalibay Grady Jensen Patrick van der Smagt SSeg 33 413 0 11 Jan 2017
Constrained Deep Weak Supervision for Histopathology Image Segmentation Zhipeng Jia Xingyi Huang E. Chang Yan Xu 26 217 0 03 Jan 2017
Rotation equivariant vector field networks Diego Marcos Michele Volpi N. Komodakis D. Tuia 28 265 0 29 Dec 2016
Multivariate mixture model for myocardium segmentation combining multi-source images Xiahai Zhuang 32 255 0 28 Dec 2016
Learning Non-Lambertian Object Intrinsics across ShapeNet Categories Jian Shi Yue Dong Hao Su Stella X. Yu 26 181 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 41 36 0 25 Dec 2016
Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challenge A. Setio A. Traverso Thomas de Bel Moira S. N. Berens C. V. D. Bogaard ... Jef Vandemeulebroucke N. Walasek G. Zuidhof Bram van Ginneken Colin Jacobs 42 1,057 0 23 Dec 2016
Beyond Skip Connections: Top-Down Modulation for Object Detection Abhinav Shrivastava Rahul Sukthankar Jitendra Malik Abhinav Gupta ObjD 32 320 0 20 Dec 2016
FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics Tran Minh Quan David Grant Colburn Hildebrand W. Jeong 24 235 0 16 Dec 2016
Automatic Lymphocyte Detection in H&E Images with Deep Neural Networks Jianxu Chen C. Srinivas 37 31 0 09 Dec 2016
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 186 21,819 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 19 47 0 03 Dec 2016
Scribbler: Controlling Deep Image Synthesis with Sketch and Color Patsorn Sangkloy Jingwan Lu Chen Fang Feng Yu James Hays GAN DiffM 29 497 0 02 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 14 621 0 02 Dec 2016
Fast Face-swap Using Convolutional Neural Networks I. Korshunova Wenzhe Shi J. Dambre Lucas Theis CVBM 3DH PICV 17 377 0 29 Nov 2016
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation S. Jégou M. Drozdzal David Vazquez Adriana Romero Yoshua Bengio SSeg 31 1,573 0 28 Nov 2016
Object Detection Free Instance Segmentation With Labeling Transformations Long Jin Zeyu Chen Z. Tu ISeg 23 16 0 28 Nov 2016
RhoanaNet Pipeline: Dense Automatic Neural Annotation Seymour Knowles-Barley V. Kaynig T. Jones A. Wilson Joshua Morgan Dongil Lee Daniel R. Berger N. Kasthuri J. Lichtman Hanspeter Pfister 3DV 21 22 0 21 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 42 163 0 21 Nov 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 92 2,831 0 20 Nov 2016
Deep Residual Learning for Compressed Sensing CT Reconstruction via Persistent Homology Analysis Yoseob Han J. Yoo J. C. Ye 32 203 0 19 Nov 2016
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification Woong Bae J. Yoo J. C. Ye SupR 24 176 0 19 Nov 2016
One-Shot Video Object Segmentation Sergi Caelles Kevis-Kokitsi Maninis Jordi Pont-Tuset Laura Leal-Taixé Daniel Cremers Luc Van Gool VOS 14 909 0 16 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 24 106 0 14 Nov 2016
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 15 2,103 0 11 Nov 2016
A deep convolutional neural network using directional wavelets for low-dose X-ray CT reconstruction Eunhee Kang Junhong Min J. C. Ye OOD MedIm 28 763 0 31 Oct 2016
Deep Identity-aware Transfer of Facial Attributes Mu Li W. Zuo David C. Zhang CVBM 32 149 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 19 236 0 16 Oct 2016
Deep Learning Ensembles for Melanoma Recognition in Dermoscopy Images Noel Codella Q. Nguyen Sharath Pankanti David Gutman Brian Helba Allan Halpern John R. Smith 45 527 0 14 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 20 631 0 07 Oct 2016
Optimistic and Pessimistic Neural Networks for Scene and Object Recognition René Grzeszick Sebastian Sudholt G. Fink UQCV 36 4 0 26 Sep 2016
Fully-Trainable Deep Matching James Thewlis Shuai Zheng Philip Torr Andrea Vedaldi 3DV 11 42 0 12 Sep 2016
UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory Iasonas Kokkinos SSeg SSL 27 669 0 07 Sep 2016
Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image Segmentation Jianxu Chen L. Yang Yizhe Zhang M. Alber Danny Chen 29 309 0 05 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
Recurrent Fully Convolutional Neural Networks for Multi-slice MRI Cardiac Segmentation Rudra P. K. Poudel P. Lamata Giovanni Montana MedIm 14 247 0 13 Aug 2016
Deep learning trends for focal brain pathology segmentation in MRI Mohammad Havaei N. Guizard Hugo Larochelle Pierre-Marc Jodoin OOD 19 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 43 109 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 44 6,443 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 99 8,543 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 14 7 0 15 Jun 2016
Convolutional Neural Fabrics Shreyas Saxena Jakob Verbeek 24 225 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 65 18,038 0 02 Jun 2016
Pixel-level Encoding and Depth Layering for Instance-level Semantic Labeling J. Uhrig Marius Cordts Uwe Franke Thomas Brox SSeg 27 174 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 24 50 0 11 Apr 2016
DCAN: Deep Contour-Aware Networks for Accurate Gland Segmentation Hao Chen Xiaojuan Qi Lequan Yu Pheng-Ann Heng MedIm 24 577 0 10 Apr 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 12 3,037 0 18 Mar 2016