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
Quantitative analysis of patch-based fully convolutional neural networks for tissue segmentation on brain magnetic resonance imaging J. Bernal Kaisar Kushibar Mariano Cabezas Sergi Valverde A. Oliver Xavier Llado 3DV 46 38 0 19 Jan 2018
An End-to-End Deep Learning Histochemical Scoring System for Breast Cancer Tissue Microarray Jingxin Liu Bolei Xu C. Zheng Yuanhao Gong J. Garibaldi D. Soria Andew Green I. Ellis Wenbin Zou Guoping Qiu 52 48 0 19 Jan 2018
On the influence of Dice loss function in multi-class organ segmentation of abdominal CT using 3D fully convolutional networks Chen Shen H. Roth H. Oda M. Oda Y. Hayashi K. Misawa K. Mori 3DPC SSeg 82 47 0 18 Jan 2018
TernausNet: U-Net with VGG11 Encoder Pre-Trained on ImageNet for Image Segmentation V. Iglovikov Alexey A. Shvets SSeg 56 613 0 17 Jan 2018
Evidential Occupancy Grid Map Augmentation using Deep Learning Sascha Wirges Felix Hartenbach Christoph Stiller 65 25 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 70 314 0 16 Jan 2018
An Accurate and Real-time Self-blast Glass Insulator Location Method Based On Faster R-CNN and U-net with Aerial Images Zenan Ling Robert C. Qiu Zhijian Jin Yuhang Zhang Xing He Haichun Liu L. Chu 39 48 0 16 Jan 2018
Student Beats the Teacher: Deep Neural Networks for Lateral Ventricles Segmentation in Brain MR Mohsen Ghafoorian Jonas Teuwen R. Manniesing F.‐E. Leeuw Bram van Ginneken N. Karssemeijer B. Platel 81 17 0 15 Jan 2018
QuickNAT: A Fully Convolutional Network for Quick and Accurate Segmentation of Neuroanatomy Abhijit Guha Roy Sailesh Conjeti Nassir Navab Christian Wachinger 91 229 0 12 Jan 2018
Generative Single Image Reflection Separation Donghoon Lee Ming-Hsuan Yang Songhwai Oh GAN 104 17 0 12 Jan 2018
Enhancing Underwater Imagery using Generative Adversarial Networks C. Fabbri M. Islam Junaed Sattar GAN 82 575 0 11 Jan 2018
Instance Map based Image Synthesis with a Denoising Generative Adversarial Network Ziqiang Zheng Chao Wang Zhibin Yu Haiyong Zheng Bing Zheng GAN 32 11 0 10 Jan 2018
BUSIS: A Benchmark for Breast Ultrasound Image Segmentation Min Xian Yingtao Zhang H. Cheng Fei Xu Kuan Huang Boyu Zhang Jianrui Ding C. Ning Ying Wang 69 62 0 09 Jan 2018
TextBoxes++: A Single-Shot Oriented Scene Text Detector Minghui Liao Baoguang Shi X. Bai 93 713 0 09 Jan 2018
A Systematic Analysis for State-of-the-Art 3D Lung Nodule Proposals Generation Hui Wu Matrix Yao A. Hu Gaofeng Sun Xiaokun Yu Jian Tang MedIm 28 4 0 09 Jan 2018
Anatomical Data Augmentation For CNN based Pixel-wise Classification Avi Ben-Cohen Eyal Klang Michal Marianne Amitai Jacob Goldberger H. Greenspan MedIm 18 13 0 07 Jan 2018
2D-Densely Connected Convolution Neural Networks for automatic Liver and Tumor Segmentation Krishna Chaitanya Kaluva Mahendra Khened Avinash Kori Ganapathy Krishnamurthi MedIm 79 53 0 05 Jan 2018
Semantic Segmentation via Highly Fused Convolutional Network with Multiple Soft Cost Functions Tao Yang Yan Wu Junqiao Zhao Linting Guan SSeg 131 37 0 04 Jan 2018
LIME: Live Intrinsic Material Estimation Abhimitra Meka Maxim Maximov Michael Zollhoefer Avishek Chatterjee Hans-Peter Seidel Christian Richardt Christian Theobalt 3DH 108 104 0 03 Jan 2018
Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation Huazhu Fu Jun Cheng Yanwu Xu D. Wong Jiang-Dong Liu Xiaochun Cao MedIm 65 736 0 03 Jan 2018
Deep convolutional neural networks for segmenting 3D in vivo multiphoton images of vasculature in Alzheimer disease mouse models Mohammad Haft-Javaherian Linjing Fang V. Muse C. Schaffer N. Nishimura M. Sabuncu 109 74 0 03 Jan 2018
Semantic Segmentation of Human Thigh Quadriceps Muscle in Magnetic Resonance Images E. Ahmad Manu Goyal J. McPhee H. Degens Moi Hoon Yap 66 17 0 01 Jan 2018
Face Synthesis from Visual Attributes via Sketch using Conditional VAEs and GANs Xing Di Vishal M. Patel CVBM GAN 91 36 0 30 Dec 2017
Future Frame Prediction for Anomaly Detection -- A New Baseline Wen Liu Weixin Luo Dongze Lian Shenghua Gao 3DH 181 1,082 0 28 Dec 2017
Brain Tumor Segmentation Based on Refined Fully Convolutional Neural Networks with A Hierarchical Dice Loss Jiachi Zhang Xiaolei Shen Tianqi Zhuo Hong Zhou 161 39 0 25 Dec 2017
Deep Blind Image Inpainting Yang Liu Jin-shan Pan Zhixun Su 57 38 0 25 Dec 2017
Aerial Spectral Super-Resolution using Conditional Adversarial Networks Aneesh Rangnekar Nilay Mokashi Emmett Ientilucci Christopher Kanan Matthew Hoffman 3DPC GAN 53 26 0 23 Dec 2017
Towards dense object tracking in a 2D honeybee hive Katarzyna Bozek Laetitia Hebert A. Mikheyev G. Stephens VOT 71 47 0 22 Dec 2017
Smart, Sparse Contours to Represent and Edit Images Tali Dekel Chuang Gan Dilip Krishnan Ce Liu William T. Freeman 3DH 71 67 0 21 Dec 2017
Image Segmentation to Distinguish Between Overlapping Human Chromosomes R. Hu J. Karnowski R. Fadely J. Pommier 50 30 0 20 Dec 2017
Deep Learning with Lung Segmentation and Bone Shadow Exclusion Techniques for Chest X-Ray Analysis of Lung Cancer Yuri G. Gordienko Peng Gang Jiang Hui Wei Zeng Yuriy Kochura Oleg Alienin Oleksandr Rokovyi S. Stirenko 61 187 0 20 Dec 2017
On the Diversity of Realistic Image Synthesis Zichen Yang Haifeng Liu Deng Cai 42 6 0 20 Dec 2017
Automatic Renal Segmentation in DCE-MRI using Convolutional Neural Networks M. Haghighi Simon K. Warfield Sila Kurugol MedIm 66 36 0 19 Dec 2017
PixelBNN: Augmenting the PixelCNN with batch normalization and the presentation of a fast architecture for retinal vessel segmentation Henry A. Leopold Jeff Orchard John S. Zelek Vasudevan Lakshminarayanan 54 61 0 19 Dec 2017
Towards the Augmented Pathologist: Challenges of Explainable-AI in Digital Pathology Andreas Holzinger Bernd Malle Peter Kieseberg P. Roth Heimo Muller Robert Reihs K. Zatloukal 43 91 0 18 Dec 2017
Automatic segmentation method of pelvic floor levator hiatus in ultrasound using a self-normalising neural network E. Bonmati Yipeng Hu Nikhil Sindhwani H. Dietz Jan D'hooge D. Barratt Jan Deprest Tom Vercauteren 43 31 0 18 Dec 2017
Attenuation correction for brain PET imaging using deep neural network based on dixon and ZTE MR images Kuang Gong Jaewon Yang Kyungsang Kim Xiaofeng Liu Youngho Seo Quanzheng Li 50 95 0 17 Dec 2017
Efficient B-mode Ultrasound Image Reconstruction from Sub-sampled RF Data using Deep Learning Y. Yoon Shujaat Khan Jaeyoung Huh J. C. Ye 135 116 0 17 Dec 2017
SRPGAN: Perceptual Generative Adversarial Network for Single Image Super Resolution Bingzhe Wu Haodong Duan Zhichao Liu Guangyu Sun GAN 57 56 0 16 Dec 2017
Deep Burst Denoising Clément Godard Kevin Blackburn-Matzen M. Uyttendaele 78 127 0 15 Dec 2017
Pediatric Bone Age Assessment Using Deep Convolutional Neural Networks V. Iglovikov Alexander Rakhlin Alexandr A Kalinin Alexey A. Shvets 88 127 0 13 Dec 2017
Unsupervised Histopathology Image Synthesis L. Hou Ayush Agarwal Dimitris Samaras Tahsin M. Kurc Rajarsi R. Gupta Joel H. Saltz MedIm 52 64 0 13 Dec 2017
Face-from-Depth for Head Pose Estimation on Depth Images Guido Borghi Matteo Fabbri R. Vezzani Simone Calderara Rita Cucchiara CVBM 3DH 47 77 0 12 Dec 2017
Deep learning enhanced mobile-phone microscopy Y. Rivenson H. Koydemir Hongda Wang Zhensong Wei Z. Ren ... Yibo Zhang Z. Gorocs Kyle Liang Derek K. Tseng Aydogan Ozcan MedIm 57 166 0 12 Dec 2017
200x Low-dose PET Reconstruction using Deep Learning Junshen Xu Enhao Gong John M. Pauly Greg Zaharchuk MedIm 57 134 0 12 Dec 2017
Depth-Based 3D Hand Pose Estimation: From Current Achievements to Future Goals Shanxin Yuan Guillermo Garcia-Hernando B. Stenger Gyeongsik Moon Ju Yong Chang ... Shile Li Dongheui Lee Iason Oikonomidis Antonis Argyros Tae-Kyun Kim 3DH 93 200 0 11 Dec 2017
Deep convolutional neural networks for brain image analysis on magnetic resonance imaging: a review J. Bernal Kaisar Kushibar Daniel S. Asfaw Sergi Valverde A. Oliver Robert Martí Xavier Llado 87 353 0 11 Dec 2017
CycleGAN Face-off Xiaohan Jin Ye Qi Shangxuan Wu CVBM GAN 47 24 0 09 Dec 2017
Defense against Adversarial Attacks Using High-Level Representation Guided Denoiser Fangzhou Liao Ming Liang Yinpeng Dong Tianyu Pang Xiaolin Hu Jun Zhu 112 893 0 08 Dec 2017
Dense Optical Flow based Change Detection Network Robust to Difference of Camera Viewpoints Ken Sakurada Weimin Wang Nobuo Kawaguchi Ryosuke Nakamura 3DPC 75 30 0 08 Dec 2017