U-Net: Convolutional Networks for Biomedical Image Segmentation

18 May 2015

Thomas Brox

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

50 / 8,816 papers shown

Title
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 18 3 0 15 Mar 2017
RECOD Titans at ISIC Challenge 2017 Afonso Menegola Julia Tavares Michel Fornaciali Lin Tzy Li Sandra Avila Eduardo Valle 22 116 0 14 Mar 2017
Deep Value Networks Learn to Evaluate and Iteratively Refine Structured Outputs Michael Gygli Mohammad Norouzi A. Angelova TDI 24 68 0 13 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 32 63 0 10 Mar 2017
Multi-Scale Wavelet Domain Residual Learning for Limited-Angle CT Reconstruction Jawook Gu J. C. Ye 19 54 0 04 Mar 2017
Deep artifact learning for compressed sensing and parallel MRI Dongwook Lee J. Yoo J. C. Ye MedIm 35 36 0 03 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 34 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 18 348 0 01 Mar 2017
ISIC 2017 - Skin Lesion Analysis Towards Melanoma Detection Matt Berseth 11 163 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 304 10,618 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 45 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 31 285 0 31 Jan 2017
Towards Adversarial Retinal Image Synthesis P. Costa Adrian Galdran Maria Inês Meyer M. Abràmoff M. Niemeijer A. Mendonça A. Campilho GAN MedIm 17 124 0 31 Jan 2017
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 17 930 0 19 Jan 2017
CNN-based Segmentation of Medical Imaging Data Baris Kayalibay Grady Jensen Patrick van der Smagt SSeg 27 412 0 11 Jan 2017
Constrained Deep Weak Supervision for Histopathology Image Segmentation Zhipeng Jia Xingyi Huang E. Chang Yan Xu 24 217 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 27 253 0 28 Dec 2016
Learning Non-Lambertian Object Intrinsics across ShapeNet Categories Jian Shi Yue Dong Hao Su Stella X. Yu 23 181 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 40 1,057 0 23 Dec 2016
Beyond Skip Connections: Top-Down Modulation for Object Detection Abhinav Shrivastava Rahul Sukthankar Jitendra Malik Abhinav Gupta ObjD 22 320 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 21 235 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 183 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 16 47 0 03 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 12 621 0 02 Dec 2016
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation S. Jégou M. Drozdzal David Vazquez Adriana Romero Yoshua Bengio SSeg 21 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 16 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 40 163 0 21 Nov 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 89 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 17 763 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 35 527 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
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 16 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