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
Evaluate the Malignancy of Pulmonary Nodules Using the 3D Deep Leaky Noisy-or Network Fangzhou Liao Ming Liang Zhe Li Xiaolin Hu Sen Song MedIm 85 422 0 22 Nov 2017
Fully Convolutional Neural Networks for Page Segmentation of Historical Document Images C. Wick F. Puppe SSeg 62 71 0 21 Nov 2017
Detection of Tooth caries in Bitewing Radiographs using Deep Learning Muktabh Mayank Srivastava Pratyush Kumar Lalit Pradhan Srikrishna Varadarajan MedIm 31 77 0 20 Nov 2017
Learning Steerable Filters for Rotation Equivariant CNNs Maurice Weiler Fred Hamprecht M. Storath 124 388 0 20 Nov 2017
DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks Orest Kupyn Volodymyr Budzan Mykola Mykhailych Dmytro Mishkin Jirí Matas 3DV 136 1,465 0 19 Nov 2017
DLTK: State of the Art Reference Implementations for Deep Learning on Medical Images Nick Pawlowski S. Ktena M. J. Lee Bernhard Kainz Daniel Rueckert Ben Glocker Martin Rajchl LM&MA MedIm 70 82 0 18 Nov 2017
Segmenting Brain Tumors with Symmetry Hejia Zhang Xia Zhu Theodore L. Willke 44 10 0 17 Nov 2017
Driven to Distraction: Self-Supervised Distractor Learning for Robust Monocular Visual Odometry in Urban Environments Dan Barnes William P. Maddern Geoffrey Pascoe Ingmar Posner 100 69 0 17 Nov 2017
Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training Faisal Mahmood Richard J. Chen Nicholas J. Durr OOD MedIm 90 232 0 17 Nov 2017
Separating Style and Content for Generalized Style Transfer Yexun Zhang Ya Zhang Wenbin Cai Jie Chang 107 177 0 17 Nov 2017
Chinese Typeface Transformation with Hierarchical Adversarial Network Jie Chang Yujun Gu Ya Zhang GAN 54 10 0 17 Nov 2017
xUnit: Learning a Spatial Activation Function for Efficient Image Restoration I. Kligvasser Tamar Rott Shaham T. Michaeli 74 58 0 17 Nov 2017
3D Reconstruction of Incomplete Archaeological Objects Using a Generative Adversarial Network Renato Hermoza I. Sipiran GAN 94 55 0 17 Nov 2017
HandSeg: An Automatically Labeled Dataset for Hand Segmentation from Depth Images Abhishake Kumar Bojja Franziska Mueller S. R. Malireddi Markus Oberweger Vincent Lepetit Christian Theobalt K. M. Yi Andrea Tagliasacchi VLM 3DH 64 21 0 16 Nov 2017
Learning Deeply Supervised Good Features to Match for Dense Monocular Reconstruction C. Weerasekera Ravi Garg Yasir Latif Ian Reid MDE 69 7 0 16 Nov 2017
How Generative Adversarial Networks and Their Variants Work: An Overview Yongjun Hong Uiwon Hwang Jaeyoon Yoo Sungroh Yoon GAN 129 159 0 16 Nov 2017
Grab, Pay and Eat: Semantic Food Detection for Smart Restaurants Eduardo Aguilar Beatriz Remeseiro Marc Bolaños Petia Radeva 83 110 0 14 Nov 2017
Crowd counting via scale-adaptive convolutional neural network Lu Zhang Miaojing Shi Qiaobo Chen 46 242 0 13 Nov 2017
Deep Networks tag the location of bird vocalisations on audio spectrograms Lefteris Fanioudakis I. Potamitis 43 20 0 12 Nov 2017
EddyNet: A Deep Neural Network For Pixel-Wise Classification of Oceanic Eddies Redouane Lguensat Miao Sun Ronan Fablet E. Mason P. Tandeo Ge Chen 107 145 0 10 Nov 2017
Deep D-bar: Real time Electrical Impedance Tomography Imaging with Deep Neural Networks S. Hamilton A. Hauptmann 91 256 0 08 Nov 2017
Multi-stage Suture Detection for Robot Assisted Anastomosis based on Deep Learning Yang Hu Yun Gu Jie Yang Guang-Zhong Yang 50 12 0 08 Nov 2017
Remote Sensing Image Fusion Based on Two-stream Fusion Network Xiangyu Liu Qingjie Liu Yunhong Wang 99 309 0 07 Nov 2017
Towards Automatic 3D Shape Instantiation for Deployed Stent Grafts: 2D Multiple-class and Class-imbalance Marker Segmentation with Equally-weighted Focal U-Net Xiao-Yun Zhou Su-Lin Lee Guang-Zhong Yang 3DPC 79 34 0 04 Nov 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 67 437 0 04 Nov 2017
Ω-Net (Omega-Net): Fully Automatic, Multi-View Cardiac MR Detection, Orientation, and Segmentation with Deep Neural Networks D. Vigneault Weidi Xie Carolyn Y. Ho D. Bluemke J. A. Noble 68 12 0 03 Nov 2017
AxonDeepSeg: automatic axon and myelin segmentation from microscopy data using convolutional neural networks Aldo Zaimi Maxime Wabartha Victor Herman Pierre-Louis Antonsanti C. Perone Julien Cohen-Adad 38 126 0 03 Nov 2017
Data, Depth, and Design: Learning Reliable Models for Skin Lesion Analysis Eduardo Valle Michel Fornaciali Afonso Menegola Julia Tavares F. Bittencourt Lin Tzy Li Sandra Avila 79 25 0 01 Nov 2017
Automatic calcium scoring in low-dose chest CT using deep neural networks with dilated convolutions Nikolas Lessmann Bram van Ginneken M. Zreik P. D. de Jong B. D. de Vos M. Viergever Ivana Išgum 72 194 0 01 Nov 2017
Segmentation-by-Detection: A Cascade Network for Volumetric Medical Image Segmentation Min Tang Zichen Zhang Dana Cobzas Martin Jägersand Jacob L. Jaremko 63 22 0 31 Oct 2017
Adversarial Semi-Supervised Audio Source Separation applied to Singing Voice Extraction Daniel Stoller Sebastian Ewert S. Dixon 91 72 0 31 Oct 2017
Deep Learning and Conditional Random Fields-based Depth Estimation and Topographical Reconstruction from Conventional Endoscopy Faisal Mahmood Nicholas J. Durr MedIm 161 144 0 30 Oct 2017
Learning to diagnose from scratch by exploiting dependencies among labels L. Yao Eric Poblenz Dmitry Dagunts Ben Covington D. Bernard Kevin Lyman 83 336 0 28 Oct 2017
Automated Design using Neural Networks and Gradient Descent O. Hennigh 48 8 0 27 Oct 2017
Deep Illumination: Approximating Dynamic Global Illumination with Generative Adversarial Network M. M. Thomas A. Forbes 3DV 53 25 0 26 Oct 2017
Real-Time Automatic Fetal Brain Extraction in Fetal MRI by Deep Learning S. Salehi Seyed Raein Hashemi C. Velasco-Annis Abdelhakim Ouaalam J. Estroff Deniz Erdogmus Simon K. Warfield Ali Gholipour 64 89 0 25 Oct 2017
Automated cardiovascular magnetic resonance image analysis with fully convolutional networks Wenjia Bai Matthew Sinclair G. Tarroni Ozan Oktay Martin Rajchl ... S. Petersen Stefan K. Piechnik S. Neubauer Ben Glocker Daniel Rueckert 79 34 0 25 Oct 2017
Image Segmentation and Classification for Sickle Cell Disease using Deformable U-Net Mo Zhang Xiang Li Mengjia Xu Quanzheng Li SSeg 48 27 0 23 Oct 2017
Rethinking Convolutional Semantic Segmentation Learning Mrinal Haloi BDL 49 4 0 22 Oct 2017
HDR image reconstruction from a single exposure using deep CNNs Gabriel Eilertsen J. Kronander G. Denes Rafał K. Mantiuk Jonas Unger 3DV 142 555 0 20 Oct 2017
Computational ghost imaging using deep learning Tomoyoshi Shimobaba Yutaka Endo Takashi Nishitsuji Takayuki Takahashi Yuki Nagahama ... M. Sano Ryuji Hirayama Takashi Kakue Atsushi Shiraki T. Ito 57 123 0 19 Oct 2017
Simultaneous Recognition and Pose Estimation of Instruments in Minimally Invasive Surgery T. Kurmann Pablo Márquez-Neila Xiaofei Du Pascal Fua Danail Stoyanov Sebastian Wolf Raphael Sznitman 65 83 0 18 Oct 2017
RADNET: Radiologist Level Accuracy using Deep Learning for HEMORRHAGE detection in CT Scans Monika Grewal Muktabh Mayank Srivastava Pulkit Kumar Srikrishna Varadarajan MedIm 87 197 0 13 Oct 2017
Filmy Cloud Removal on Satellite Imagery with Multispectral Conditional Generative Adversarial Nets Kenji Enomoto Ken Sakurada Weimin Wang Hiroshi Fukui M. Matsuoka Ryosuke Nakamura Nobuo Kawaguchi GAN 50 124 0 13 Oct 2017
Retinal Vasculature Segmentation Using Local Saliency Maps and Generative Adversarial Networks For Image Super Resolution Dwarikanath Mahapatra Behzad Bozorgtabar MedIm GAN 62 40 0 13 Oct 2017
Retinal Fluid Segmentation and Detection in Optical Coherence Tomography Images using Fully Convolutional Neural Network Donghuan Lu Morgan Lindsay Heisler Sieun Lee G. Ding M. Sarunic M. Beg 64 31 0 13 Oct 2017
Hierarchical Convolutional-Deconvolutional Neural Networks for Automatic Liver and Tumor Segmentation Yading Yuan 73 76 0 12 Oct 2017
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning Guotai Wang Wenqi Li Maria A. Zuluaga R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Vercauteren 102 692 0 11 Oct 2017
DeepSolarEye: Power Loss Prediction and Weakly Supervised Soiling Localization via Fully Convolutional Networks for Solar Panels Sachin Mehta A. Azad Saneem A. Chemmengath V. Raykar S. Kalyanaraman 73 87 0 10 Oct 2017
Iterative PET Image Reconstruction Using Convolutional Neural Network Representation Kuang Gong Jiahui Guan Kyungsang Kim Xuezhu Zhang Xiaofeng Liu J. Qi Quanzheng Li MedIm 45 223 0 09 Oct 2017