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
Isotropic reconstruction of 3D fluorescence microscopy images using convolutional neural networks Martin Weigert Loic A. Royer Florian Jug E. Myers 82 78 0 05 Apr 2017
Escape from Cells: Deep Kd-Networks for the Recognition of 3D Point Cloud Models Roman Klokov Victor Lempitsky 3DV 82 984 0 04 Apr 2017
Optic Disc and Cup Segmentation Methods for Glaucoma Detection with Modification of U-Net Convolutional Neural Network Artem Sevastopolsky 57 381 0 04 Apr 2017
Guided Proofreading of Automatic Segmentations for Connectomics D. Haehn V. Kaynig James Tompkin J. Lichtman Hanspeter Pfister 3DV 58 27 0 04 Apr 2017
Chained Multi-stream Networks Exploiting Pose, Motion, and Appearance for Action Classification and Detection Mohammadreza Zolfaghari Gabriel L. Oliveira Nima Sedaghat Thomas Brox 79 217 0 03 Apr 2017
Convolutional neural networks for segmentation and object detection of human semen Malte Stær Nissen Oswin Krause K. Almstrup S. Kjærulff T. Nielsen Mads Nielsen 15 24 0 03 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 107 144 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 76 11 0 31 Mar 2017
Concurrent Segmentation and Localization for Tracking of Surgical Instruments Iro Laina Nicola Rieke Christian Rupprecht Josué Page Vizcaíno Abouzar Eslami Federico Tombari Nassir Navab 87 149 0 30 Mar 2017
Audio-Visual Speech Enhancement Using Multimodal Deep Convolutional Neural Networks Jen-Cheng Hou Syu-Siang Wang Ying-Hui Lai Yu Tsao Hsiu-Wen Chang H. Wang 77 23 0 30 Mar 2017
SeGAN: Segmenting and Generating the Invisible Kiana Ehsani Roozbeh Mottaghi Ali Farhadi GAN 127 147 0 29 Mar 2017
Unrestricted Facial Geometry Reconstruction Using Image-to-Image Translation Matan Sela Elad Richardson Ron Kimmel CVBM 3DH 97 263 0 29 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 Huatian Zhang Eric Xing MedIm 93 170 0 26 Mar 2017
Deep Residual Learning for Instrument Segmentation in Robotic Surgery D. Pakhomov Vittal Premachandran M. Allan M. Azizian Nassir Navab MedIm 60 118 0 24 Mar 2017
Multi-stage Multi-recursive-input Fully Convolutional Networks for Neuronal Boundary Detection Wei Shen Bin Wang Yuan Jiang Yan Wang Alan Yuille 117 62 0 24 Mar 2017
Classifying Symmetrical Differences and Temporal Change in Mammography Using Deep Neural Networks Thijs Kooi N. Karssemeijer 58 48 0 22 Mar 2017
Deeply-Supervised CNN for Prostate Segmentation Qikui Zhu Bo Du Baris Turkbey Peter L. Choyke Pingkun Yan MedIm 67 199 0 22 Mar 2017
Semi-Supervised Deep Learning for Fully Convolutional Networks Christoph Baur Shadi Albarqouni Nassir Navab SSL 96 124 0 17 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 49 42 0 17 Mar 2017
Texture segmentation with Fully Convolutional Networks Vincent Andrearczyk P. Whelan SSeg 3DV 28 21 0 15 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 24 3 0 15 Mar 2017
RECOD Titans at ISIC Challenge 2017 Afonso Menegola Julia Tavares Michel Fornaciali Lin Tzy Li Sandra Avila Eduardo Valle 84 116 0 14 Mar 2017
Fully Convolutional Neural Networks to Detect Clinical Dermoscopic Features J. Kawahara Ghassan Hamarneh MedIm 52 60 0 14 Mar 2017
Deep Value Networks Learn to Evaluate and Iteratively Refine Structured Outputs Michael Gygli Mohammad Norouzi A. Angelova TDI 147 68 0 13 Mar 2017
A Localisation-Segmentation Approach for Multi-label Annotation of Lumbar Vertebrae using Deep Nets Anjany Sekuboyina A. Valentinitsch Jan S. Kirschke Bjoern Menze 66 55 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 98 63 0 10 Mar 2017
Large Kernel Matters -- Improve Semantic Segmentation by Global Convolutional Network Chao Peng Xiangyu Zhang Gang Yu G. Luo Jian Sun VLM SSeg 113 1,491 0 08 Mar 2017
Auto-context Convolutional Neural Network (Auto-Net) for Brain Extraction in Magnetic Resonance Imaging S. Salehi Deniz Erdogmus Ali Gholipour 3DV 54 6 0 06 Mar 2017
Multi-Scale Wavelet Domain Residual Learning for Limited-Angle CT Reconstruction Jawook Gu J. C. Ye 54 54 0 04 Mar 2017
Deep Learning with Domain Adaptation for Accelerated Projection-Reconstruction MR Yoseob Han J. Yoo J. C. Ye MedIm OOD 184 232 0 03 Mar 2017
Deep artifact learning for compressed sensing and parallel MRI Dongwook Lee J. Yoo J. C. Ye MedIm 112 38 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 73 99 0 03 Mar 2017
Skin Lesion Analysis Towards Melanoma Detection Using Deep Learning Network Yuexiang Li Linlin Shen MedIm 82 536 0 02 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 127 348 0 01 Mar 2017
Skin cancer reorganization and classification with deep neural network Hao Chang 34 30 0 01 Mar 2017
ISIC 2017 - Skin Lesion Analysis Towards Melanoma Detection Matt Berseth 68 167 0 01 Mar 2017
Graph-based Isometry Invariant Representation Learning Renata Khasanova P. Frossard 120 55 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 103 113 0 26 Feb 2017
Spatially Aware Melanoma Segmentation Using Hybrid Deep Learning Techniques Mohammed Attia Mustafa Hossny S. Nahavandi A. Yazdabadi 55 18 0 26 Feb 2017
Transfer Learning for Domain Adaptation in MRI: Application in Brain Lesion Segmentation Mohsen Ghafoorian Alireza Mehrtash Tina Kapur N. Karssemeijer E. Marchiori ... Bram van Ginneken Andrey Fedorov Purang Abolmaesumi B. Platel W. Wells MedIm OOD 74 336 0 25 Feb 2017
Toward Streaming Synapse Detection with Compositional ConvNets Shibani Santurkar David Budden A. Matveev Heather Berlin Hayk Saribekyan Yaron Meirovitch Nir Shavit 49 10 0 23 Feb 2017
Unsupervised Diverse Colorization via Generative Adversarial Networks Yun Cao Zhiming Zhou Weinan Zhang Yong Yu GAN 78 179 0 22 Feb 2017
Automatic Liver and Tumor Segmentation of CT and MRI Volumes using Cascaded Fully Convolutional Neural Networks P. Christ Florian Ettlinger Felix Grün M. Elshaer Jana Lipkova ... Julian Holch Wieland Sommer R. Braren V. Heinemann Bjoern Menze MedIm 75 331 0 20 Feb 2017
SurvivalNet: Predicting patient survival from diffusion weighted magnetic resonance images using cascaded fully convolutional and 3D convolutional neural networks P. Christ Florian Ettlinger Georgios Kaissis Sebastian J. Schlecht F. Ahmaddy Felix Grün A. Valentinitsch Seyed-Ahmad Ahmadi R. Braren Bjoern Menze MedIm 37 34 0 20 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 753 10,878 0 19 Feb 2017
Learning Normalized Inputs for Iterative Estimation in Medical Image Segmentation M. Drozdzal Gabriel Chartrand Eugene Vorontsov Lisa Di-Jorio A. Tang Adriana Romero Yoshua Bengio C. Pal Samuel Kadoury MedIm 63 219 0 16 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 84 50 0 13 Feb 2017
Low-Dose CT with a Residual Encoder-Decoder Convolutional Neural Network (RED-CNN) Hu Chen Yi Zhang Mannudeep K. Kalra Feng Lin Yang Chen Peixi Liao Jiliu Zhou Ge Wang MedIm 117 1,319 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 93 287 0 31 Jan 2017
Towards Adversarial Retinal Image Synthesis P. Costa Adrian Galdran Maria Inês Meyer M. Abràmoff M. Niemeijer A. Mendonça A. Campilho GAN MedIm 110 124 0 31 Jan 2017