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
Line Artist: A Multiple Style Sketch to Painting Synthesis Scheme Jinning Li Siqi Liu Mengyao Cao GAN 57 2 0 18 Mar 2018
Zoom and Learn: Generalizing Deep Stereo Matching to Novel Domains Jiahao Pang Wenxiu Sun Chengxi Yang Jimmy S. J. Ren Ruichao Xiao Jin Zeng Liang Lin 129 56 0 18 Mar 2018
Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size Yuta Hiasa Y. Otake Masaki Takao Takumi Matsuoka K. Takashima Jerry L. Prince Nobuhiko Sugano Yoshinobu Sato GAN MedIm 61 201 0 18 Mar 2018
Efficient and accurate inversion of multiple scattering with deep learning Yu Sun Zhihao Xia Ulugbek S. Kamilov 86 126 0 18 Mar 2018
Convolutional Point-set Representation: A Convolutional Bridge Between a Densely Annotated Image and 3D Face Alignment Yuhang Wu Le Anh Vu Ha Xiang Xu I. Kakadiaris CVBM 59 1 0 17 Mar 2018
Semantic Segmentation of Pathological Lung Tissue with Dilated Fully Convolutional Networks M. Anthimopoulos Stergios Christodoulidis L. Ebner Thomas Geiser Andreas Christe Stavroula Mougiakakou 58 115 0 16 Mar 2018
Image Colorization with Generative Adversarial Networks Kamyar Nazeri Eric Ng Mehran Ebrahimi GAN 87 144 0 14 Mar 2018
Real-time Cardiovascular MR with Spatio-temporal Artifact Suppression using Deep Learning - Proof of Concept in Congenital Heart Disease A. Hauptmann Simon Arridge F. Lucka V. Muthurangu J. Steeden 81 183 0 14 Mar 2018
An application of cascaded 3D fully convolutional networks for medical image segmentation H. Roth H. Oda Xiangrong Zhou N. Shimizu Ying Yang Y. Hayashi M. Oda M. Fujiwara K. Misawa K. Mori 68 275 0 14 Mar 2018
Topology guaranteed segmentation of the human retina from OCT using convolutional neural networks Yufan He A. Carass Bruno Jedynak Sharon D. Solomon S. Saidha P. Calabresi Jerry L. Prince 53 27 0 14 Mar 2018
Automatic Pixelwise Object Labeling for Aerial Imagery Using Stacked U-Nets A. Khalel M. El-Saban 40 49 0 13 Mar 2018
Quantization of Fully Convolutional Networks for Accurate Biomedical Image Segmentation Xiaowei Xu Q. Lu Yu Hu Lin Yang X. S. Hu Danny Chen Yiyu Shi MedIm 84 85 0 13 Mar 2018
TOM-Net: Learning Transparent Object Matting from a Single Image Guanying Chen Kai Han Kwan-Yee K. Wong 73 81 0 13 Mar 2018
An Introduction to Image Synthesis with Generative Adversarial Nets He Huang Philip S. Yu Changhu Wang GAN 82 185 0 12 Mar 2018
Noise2Noise: Learning Image Restoration without Clean Data J. Lehtinen Jacob Munkberg J. Hasselgren S. Laine Tero Karras M. Aittala Timo Aila 113 1,617 0 12 Mar 2018
Unsupervised Learning of Monocular Depth Estimation and Visual Odometry with Deep Feature Reconstruction Huangying Zhan Ravi Garg C. Weerasekera Kejie Li Harsh Agarwal Ian Reid MDE 82 633 0 11 Mar 2018
A Deep Learning Approach for Pose Estimation from Volumetric OCT Data N. Gessert M. Schlüter Alexander Schlaefer 47 30 0 10 Mar 2018
ShuffleSeg: Real-time Semantic Segmentation Network M. Gamal Mennatullah Siam Moemen Abdel-Razek SSeg 64 60 0 10 Mar 2018
An end-to-end TextSpotter with Explicit Alignment and Attention Tong He Zhi Tian Weilin Huang Chunhua Shen Yu Qiao Changming Sun 90 212 0 09 Mar 2018
Task Specific Visual Saliency Prediction with Memory Augmented Conditional Generative Adversarial Networks Tharindu Fernando Simon Denman Sridha Sridharan Clinton Fookes GAN 49 24 0 09 Mar 2018
Adversarial Training for Adverse Conditions: Robust Metric Localisation using Appearance Transfer Horia Porav William P. Maddern Paul Newman 51 97 0 09 Mar 2018
Motion deblurring of faces Grigorios G. Chrysos Paolo Favaro Stefanos Zafeiriou CVBM 56 30 0 08 Mar 2018
A Deep Learning Algorithm for One-step Contour Aware Nuclei Segmentation of Histopathological Images Yuxin Cui Guiying Zhang Zhonghao Liu Zheng Xiong Jianjun Hu 58 117 0 07 Mar 2018
RTSeg: Real-time Semantic Segmentation Comparative Study Mennatullah Siam M. Gamal Moemen Abdel-Razek S. Yogamani Martin Jägersand SSeg 98 116 0 07 Mar 2018
3D Human Pose Estimation in RGBD Images for Robotic Task Learning Christiane Zimmermann Tim Welschehold C. Dornhege Wolfram Burgard Thomas Brox 3DH 70 152 0 07 Mar 2018
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks Abhijit Guha Roy Nassir Navab Christian Wachinger 98 813 0 07 Mar 2018
ExpandNet: A Deep Convolutional Neural Network for High Dynamic Range Expansion from Low Dynamic Range Content Demetris Marnerides Thomas Bashford-Rogers Jonathan Hatchett Kurt Debattista 75 266 0 06 Mar 2018
Segmentation of Drosophila Heart in Optical Coherence Microscopy Images Using Convolutional Neural Networks Lian Duan Xi Qin Yuanhao He Xialin Sang Jinda Pan ... Jing Men R. Tanzi Airong Li Yutao Ma Chao Zhou 44 12 0 05 Mar 2018
Towards Clinical Diagnosis: Automated Stroke Lesion Segmentation on Multimodal MR Image Using Convolutional Neural Network Zhiyang Liu Chen Cao Shuxue Ding T. Han Zhiang Liu Sheng Liu 22 31 0 05 Mar 2018
Path Aggregation Network for Instance Segmentation Shu Liu Lu Qi Haifang Qin Jianping Shi Jiaya Jia ISeg SSeg 183 5,815 0 05 Mar 2018
Training Deep Learning Based Denoisers without Ground Truth Data Shakarim Soltanayev S. Chun 69 125 0 04 Mar 2018
Automatic Instrument Segmentation in Robot-Assisted Surgery Using Deep Learning Alexey A. Shvets Alexander Rakhlin Alexandr A Kalinin V. Iglovikov 147 344 0 03 Mar 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches Md. Zahangir Alom T. Taha C. Yakopcic Stefan Westberg P. Sidike Mst Shamima Nasrin B. Van Essen A. Awwal V. Asari VLM 133 882 0 03 Mar 2018
Deep-neural-network based sinogram synthesis for sparse-view CT image reconstruction Hoyeon Lee Jongha Lee Hyeongseok Kim B. Cho Seungryong Cho 74 228 0 02 Mar 2018
DRUNET: A Dilated-Residual U-Net Deep Learning Network to Digitally Stain Optic Nerve Head Tissues in Optical Coherence Tomography Images S. Devalla Prajwal K R B. K. Sreedhar S. Perera J. Mari ... T. A. Tun N. Strouthidis Tin Aung Alexandre Hoang Thiery M. Girard 52 50 0 01 Mar 2018
NETT: Solving Inverse Problems with Deep Neural Networks Housen Li Johannes Schwab Stephan Antholzer Markus Haltmeier 103 246 0 28 Feb 2018
Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge Fabian Isensee Philipp Kickingereder Wolfgang Wick Martin Bendszus Klaus H. Maier-Hein 143 497 0 28 Feb 2018
A Mathematical Framework for Deep Learning in Elastic Source Imaging J. Yoo Abdul Wahab J. C. Ye 150 8 0 27 Feb 2018
Single-View Food Portion Estimation: Learning Image-to-Energy Mappings Using Generative Adversarial Networks S. Fang Zeman Shao Runyu Mao Chichen Fu Deborah Kerr C. Boushey Edward J. Delp Fengqing Zhu GAN MedIm 93 48 0 27 Feb 2018
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network Zizhao Zhang Ling Yang Yefeng Zheng MedIm 149 378 0 27 Feb 2018
A representer theorem for deep neural networks M. Unser 76 98 0 26 Feb 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 165 693 0 25 Feb 2018
Bonnet: An Open-Source Training and Deployment Framework for Semantic Segmentation in Robotics using CNNs Andres Milioto C. Stachniss SSeg 99 86 0 25 Feb 2018
Cross-Modality Synthesis from CT to PET using FCN and GAN Networks for Improved Automated Lesion Detection Avi Ben-Cohen Eyal Klang S. Raskin S. Soffer S. Ben-Haim Eli Konen Michal Marianne Amitai H. Greenspan MedIm 60 213 0 21 Feb 2018
Left Ventricle Segmentation in Cardiac MR Images Using Fully Convolutional Network Mina Nasr-Esfahani Majid Mohrekesh Mojtaba Akbari S. M. Reza Soroushmehr E. Nasr-Esfahani N. Karimi S. Samavi Kayvan Najarian 45 40 0 21 Feb 2018
Multiclass Weighted Loss for Instance Segmentation of Cluttered Cells F. Guerrero-Peña Pedro Diamel Marrero Fernández Ing Ren Tsang M. Yui E. Rothenberg Alexandre Cunha 72 74 0 21 Feb 2018
Density-aware Single Image De-raining using a Multi-stream Dense Network He Zhang Vishal M. Patel 128 862 0 21 Feb 2018
Calcium Removal From Cardiac CT Images Using Deep Convolutional Neural Network Siming Yan Feng Shi Yuhua Chen D. Dey Sang-Eun Lee H. Chang Debiao Li Yibin Xie MedIm 49 7 0 20 Feb 2018
Devon: Deformable Volume Network for Learning Optical Flow Yao Lu Jack Valmadre Heng Wang Arno Solin Mehrtash Harandi Philip Torr 3DPC 70 30 0 20 Feb 2018
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation Md. Zahangir Alom Mahmudul Hasan C. Yakopcic T. Taha V. Asari SSeg 133 1,018 0 20 Feb 2018