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
ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation Sachin Mehta Mohammad Rastegari A. Caspi Linda G. Shapiro Hannaneh Hajishirzi SSeg 43 777 0 19 Mar 2018
White matter hyperintensity segmentation from T1 and FLAIR images using fully convolutional neural networks enhanced with residual connections D. Jin Ziyue Xu Adam P. Harrison D. Mollura 33 16 0 19 Mar 2018
Line Artist: A Multiple Style Sketch to Painting Synthesis Scheme Jinning Li Siqi Liu Mengyao Cao GAN 22 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 16 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 22 196 0 18 Mar 2018
Efficient and accurate inversion of multiple scattering with deep learning Yu Sun Zhihao Xia Ulugbek S. Kamilov 20 124 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 14 1 0 17 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 22 180 0 14 Mar 2018
Development and Validation of Deep Learning Algorithms for Detection of Critical Findings in Head CT Scans Sasank Chilamkurthy Rohit Ghosh Swetha Tanamala Mustafa Biviji N. Campeau V. Venugopal V. Mahajan Pooja Rao Prashant Warier 13 103 0 13 Mar 2018
Noise2Noise: Learning Image Restoration without Clean Data J. Lehtinen Jacob Munkberg J. Hasselgren S. Laine Tero Karras M. Aittala Timo Aila 25 1,582 0 12 Mar 2018
ShuffleSeg: Real-time Semantic Segmentation Network M. Gamal Mennatullah Siam Moemen Abdel-Razek SSeg 33 59 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 27 210 0 09 Mar 2018
Occupancy Map Prediction Using Generative and Fully Convolutional Networks for Vehicle Navigation Kapil D. Katyal K. Popek Chris Paxton Joseph L. Moore Kevin C. Wolfe Philippe Burlina Gregory Hager GAN 27 11 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 21 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 16 31 0 05 Mar 2018
Path Aggregation Network for Instance Segmentation Shu Liu Lu Qi Haifang Qin Jianping Shi Jiaya Jia ISeg SSeg 61 5,639 0 05 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 29 873 0 03 Mar 2018
NETT: Solving Inverse Problems with Deep Neural Networks Housen Li Johannes Schwab Stephan Antholzer Markus Haltmeier 28 238 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 18 493 0 28 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 F. Zhu GAN MedIm 30 48 0 27 Feb 2018
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network Zizhao Zhang L. Yang Yefeng Zheng MedIm 41 377 0 27 Feb 2018
A representer theorem for deep neural networks M. Unser 27 98 0 26 Feb 2018
Bonnet: An Open-Source Training and Deployment Framework for Semantic Segmentation in Robotics using CNNs Andres Milioto C. Stachniss SSeg 40 86 0 25 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 24 7 0 20 Feb 2018
Automated soft tissue lesion detection and segmentation in digital mammography using a u-net deep learning network T. D. Moor A. Rodríguez-Ruiz Albert Gubern Mérida R. Mann Jonas Teuwen 22 27 0 19 Feb 2018
3D Convolutional Encoder-Decoder Network for Low-Dose CT via Transfer Learning from a 2D Trained Network Hongming Shan Yi Zhang Qingsong Yang Uwe Krüger M. Kalra Ling Sun W. Cong Ge Wang MedIm 24 349 0 15 Feb 2018
Fully Convolutional Network Ensembles for White Matter Hyperintensities Segmentation in MR Images Hongwei Bran Li Gongfa Jiang Jianguo Zhang Ruixuan Wang Zhaolei Wang Weishi Zheng Bjoern H. Menze 19 194 0 14 Feb 2018
Molecular Structure Extraction From Documents Using Deep Learning Joshua Staker Kyle Marshall Robert Abel Carolyn McQuaw 24 73 0 14 Feb 2018
BIRNet: Brain Image Registration Using Dual-Supervised Fully Convolutional Networks Jingfan Fan Xiaohuan Cao P. Yap D. Shen 27 252 0 13 Feb 2018
Multiparametric Deep Learning Tissue Signatures for a Radiological Biomarker of Breast Cancer: Preliminary Results V. Parekh K. Macura S. Harvey I. Kamel R. Khouli D. Bluemke M. Jacobs MedIm 29 35 0 10 Feb 2018
A Two-Stage Method for Text Line Detection in Historical Documents Tobias Grüning Gundram Leifert Tobias Strauß Johannes Michael R. Labahn 29 143 0 09 Feb 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 34 12,899 0 07 Feb 2018
Unsupervised Typography Transfer Hanfei Sun Yimin Luo Ziang Lu 22 2 0 07 Feb 2018
Fair comparison of skin detection approaches on publicly available datasets A. Lumini L. Nanni 13 33 0 07 Feb 2018
A Multiresolution Convolutional Neural Network with Partial Label Training for Annotating Reflectance Confocal Microscopy Images of Skin Alican Bozkurt Kivanc Kose C. Alessi-Fox M. Gill Dana H. Brooks Jennifer G. Dy M. Rajadhyaksha 33 25 0 05 Feb 2018
A New Registration Approach for Dynamic Analysis of Calcium Signals in Organs Peixian Liang Jianxu Chen Pavel A. Brodskiy Qinfeng Wu Yejia Zhang Yizhe Zhang L. Yang J. Zartman Danny Chen 78 6 0 01 Feb 2018
Dense 3D Object Reconstruction from a Single Depth View Bo Yang Stefano Rosa Andrew Markham Niki Trigoni Hongkai Wen GAN 3DV 19 115 0 01 Feb 2018
Densely Dilated Spatial Pooling Convolutional Network using benign loss functions for imbalanced volumetric prostate segmentation Qiuhua Liu Minghao Fu Xinqi Gong Hao Jiang MedIm 27 15 0 31 Jan 2018
Deep Learning based Retinal OCT Segmentation M. Pekala Neil J. Joshi D. E. Freund N. Bressler D. DeBuc Philippe Burlina 26 168 0 29 Jan 2018
Interactive Deep Colorization With Simultaneous Global and Local Inputs Yi Xiao P. Zhou Yan Zheng HAI 16 48 0 27 Jan 2018
Self-Learning to Detect and Segment Cysts in Lung CT Images without Manual Annotation Ling Zhang Vissagan Gopalakrishnan Le Lu Ronald M. Summers J. Moss Jianhua Yao MedIm 26 38 0 25 Jan 2018
NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural Discriminative Dimensionality Reduction Yuan Gao Jiayi Ma Mingbo Zhao Wei Liu Alan Yuille 16 252 0 25 Jan 2018
$PointCNN: Convolution On $\mathcal{X}$-Transformed Points$ PointCNN: Convolution On $\mathcal{X}$ -Transformed Points Yangyan Li Rui Bu Mingchao Sun Wei Yu Wu Xinhan Di Baoquan Chen 3DPC 95 2,420 0 23 Jan 2018
A Classification Refinement Strategy for Semantic Segmentation James W. Davis Christopher Menart Muhammad Akbar R. Ilin 19 4 0 23 Jan 2018
Three Dimensional Fluorescence Microscopy Image Synthesis and Segmentation Chichen Fu Soonam Lee D. J. Ho Shuo Han P. Salama K. Dunn Edward J. Delp 3DV MedIm 14 63 0 22 Jan 2018
Denoising Prior Driven Deep Neural Network for Image Restoration W. Dong Peiyao Wang W. Yin Guangming Shi Fangfang Wu Xiaotong Lu SupR 39 417 0 21 Jan 2018
Sparsely Aggregated Convolutional Networks Ligeng Zhu Ruizhi Deng Michael Maire Zhiwei Deng Greg Mori P. Tan 3DPC 32 9 0 18 Jan 2018
TernausNet: U-Net with VGG11 Encoder Pre-Trained on ImageNet for Image Segmentation V. Iglovikov Alexey A. Shvets SSeg 14 606 0 17 Jan 2018
Evidential Occupancy Grid Map Augmentation using Deep Learning Sascha Wirges Felix Hartenbach Christoph Stiller 9 24 0 16 Jan 2018
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers Mahendra Khened Alex Varghese Ganapathy Krishnamurthi 21 309 0 16 Jan 2018