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
$ν$ -net: Deep Learning for Generalized Biventricular Cardiac Mass and Function Parameters H. Winther Christian Hundt B. Schmidt C. Czerner J. Bauersachs F. Wacker J. Vogel-Claussen 11 16 0 14 Jun 2017
Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN Lvmin Zhang Yi Ji Xin Lin GAN 24 167 0 11 Jun 2017
Synthesizing Filamentary Structured Images with GANs He Zhao Huiqi Li Li Cheng GAN MedIm 30 26 0 07 Jun 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 24 541 0 06 Jun 2017
Segmentation of Intracranial Arterial Calcification with Deeply Supervised Residual Dropout Networks Gerda Bortsova Gijs van Tulder Florian Dubost Tingying Peng Nassir Navab A. van der Lugt D. Bos Marleen de Bruijne 26 15 0 04 Jun 2017
Superhuman Accuracy on the SNEMI3D Connectomics Challenge Kisuk Lee J. Zung Peter H. Li Viren Jain H. S. Seung 3DV 17 266 0 31 May 2017
Neuron Segmentation Using Deep Complete Bipartite Networks Jianxu Chen Sreya Banerjee Abhinav Grama Walter J. Scheirer Danny Chen 30 17 0 31 May 2017
Parcellation of Visual Cortex on high-resolution histological Brain Sections using Convolutional Neural Networks H. Spitzer Katrin Amunts Stefan Harmeling Timo Dickscheid 26 19 0 30 May 2017
Extracting 3D Vascular Structures from Microscopy Images using Convolutional Recurrent Networks Russell Bates B. Irving B. Markelc Jakob Kaeppler R. Muschel Vicente Grau J. Schnabel MedIm 17 20 0 26 May 2017
Deep Learning for Lung Cancer Detection: Tackling the Kaggle Data Science Bowl 2017 Challenge Kingsley Kuan Mathieu Ravaut Gaurav Manek Huiling Chen Jie Lin Babar Nazir Cen Chen T. C. Howe Zengfeng Zeng V. Chandrasekhar MedIm 23 87 0 26 May 2017
GridNet with automatic shape prior registration for automatic MRI cardiac segmentation Clément Zotti Zhiming Luo A. Lalande O. Humbert Pierre-Marc Jodoin 18 88 0 24 May 2017
3D Convolutional Neural Networks for Brain Tumor Segmentation: A Comparison of Multi-resolution Architectures Adrià Casamitjana Santi Puch Asier Aduriz Verónica Vilaplana 3DV 16 45 0 23 May 2017
DepthCut: Improved Depth Edge Estimation Using Multiple Unreliable Channels Paul Guerrero H. Winnemöller Wilmot Li Niloy J. Mitra MDE 19 7 0 22 May 2017
Optimal Multi-Object Segmentation with Novel Gradient Vector Flow Based Shape Priors Junjie Bai Abhay Shah Xiaodong Wu 29 7 0 22 May 2017
Deep De-Aliasing for Fast Compressive Sensing MRI Simiao Yu Hao Dong Guang Yang Greg Slabaugh Pier Luigi Dragotti ... Fangde Liu Simon Arridge J. Keegan D. Firmin Yike Guo MedIm OOD 29 58 0 19 May 2017
Pixel Deconvolutional Networks Hongyang Gao Hao Yuan Zhengyang Wang Shuiwang Ji SSeg 19 46 0 18 May 2017
A deep level set method for image segmentation Min Tang Sepehr Valipour Zichen Vincent Zhang Dana Cobzas Martin Jägersand 14 30 0 17 May 2017
A Generative Model of People in Clothing Christoph Lassner Gerard Pons-Moll Peter V. Gehler 3DH 38 228 0 11 May 2017
Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images B. Bejnordi G. Zuidhof M. Balkenhol M. Hermsen P. Bult Bram van Ginneken N. Karssemeijer G. Litjens Jeroen van der Laak 37 161 0 10 May 2017
You said that? Joon Son Chung A. Jamaludin Andrew Zisserman CVBM 23 258 0 08 May 2017
ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases Xiaosong Wang Yifan Peng Le Lu Zhiyong Lu M. Bagheri Ronald M. Summers LM&MA 22 2,473 0 05 May 2017
Automatic Liver Lesion Segmentation Using A Deep Convolutional Neural Network Method Xiao Han MedIm 53 155 0 24 Apr 2017
Deep Learning for Photoacoustic Tomography from Sparse Data Stephan Antholzer Markus Haltmeier Johannes Schwab 21 246 0 15 Apr 2017
EAST: An Efficient and Accurate Scene Text Detector Xinyu Zhou Cong Yao He Wen Yuzhi Wang Shuchang Zhou Weiran He Jiajun Liang 37 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 35 1,120 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 38 530 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 32 143 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 32 11 0 31 Mar 2017
Unrestricted Facial Geometry Reconstruction Using Image-to-Image Translation Matan Sela Elad Richardson Ron Kimmel CVBM 3DH 27 264 0 29 Mar 2017
The Deep Poincaré Map: A Novel Approach for Left Ventricle Segmentation Yuanhan Mo Fangde Liu Douglas McIlwraith Guang Yang Jingqing Zhang T. He Yike Guo 19 2 0 27 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 Huan Zhang Eric P. Xing MedIm 31 170 0 26 Mar 2017
Multi-stage Multi-recursive-input Fully Convolutional Networks for Neuronal Boundary Detection Wei Shen Bin Wang Yuan Jiang Yan Wang Alan Yuille 19 62 0 24 Mar 2017
Classifying Symmetrical Differences and Temporal Change in Mammography Using Deep Neural Networks Thijs Kooi N. Karssemeijer 31 48 0 22 Mar 2017
Deeply-Supervised CNN for Prostate Segmentation Qikui Zhu Bo Du B. Turkbey Peter L. Choyke Pingkun Yan MedIm 19 196 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 20 42 0 17 Mar 2017
Global and Local Information Based Deep Network for Skin Lesion Segmentation Jin Qi Miao Le Chunming Li Ping Zhou MedIm 17 16 0 16 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 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 21 54 0 04 Mar 2017
Deep artifact learning for compressed sensing and parallel MRI Dongwook Lee J. Yoo J. C. Ye MedIm 35 37 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 30 348 0 01 Mar 2017
ISIC 2017 - Skin Lesion Analysis Towards Melanoma Detection Matt Berseth 13 163 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 328 10,621 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
Low-Dose CT with a Residual Encoder-Decoder Convolutional Neural Network (RED-CNN) Hu Chen Yi Zhang M. Kalra Feng Lin Yang Chen Peixi Liao Jiliu Zhou Ge Wang MedIm 27 1,292 0 01 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