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
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
Fully Convolutional Architectures for Multi-Class Segmentation in Chest Radiographs A. A. Novikov Dimitrios Lenis David Major J. Hladůvka M. Wimmer Katja Bühler SSeg 128 221 0 30 Jan 2017
Plausible Shading Decomposition For Layered Photo Retouching Carlo Innamorati Tobias Ritschel Tim Weyrich Niloy J. Mitra 25 0 0 23 Jan 2017
Dirty Pixels: Towards End-to-End Image Processing and Perception Steven Diamond Vincent Sitzmann Frank D. Julca-Aguilar Stephen P. Boyd Gordon Wetzstein Felix Heide 122 54 0 23 Jan 2017
Image De-raining Using a Conditional Generative Adversarial Network He Zhang Vishwanath A. Sindagi Vishal M. Patel GAN 206 1,030 0 21 Jan 2017
PixelCNN++: Improving the PixelCNN with Discretized Logistic Mixture Likelihood and Other Modifications Tim Salimans A. Karpathy Xi Chen Diederik P. Kingma 141 945 0 19 Jan 2017
CNN-based Segmentation of Medical Imaging Data Baris Kayalibay Grady Jensen Patrick van der Smagt SSeg 233 416 0 11 Jan 2017
A Hierarchical Image Matting Model for Blood Vessel Segmentation in Fundus images Zhun Fan Jiewei Lu Wenji Li Caimin Wei Han Huang Xinye Cai Xinjian Chen 74 101 0 04 Jan 2017
Constrained Deep Weak Supervision for Histopathology Image Segmentation Zhipeng Jia Xingyi Huang E. Chang Yan Xu 113 220 0 03 Jan 2017
Rotation equivariant vector field networks Diego Marcos Michele Volpi N. Komodakis D. Tuia 85 270 0 29 Dec 2016
Multivariate mixture model for myocardium segmentation combining multi-source images Xiahai Zhuang 103 263 0 28 Dec 2016
Learning Non-Lambertian Object Intrinsics across ShapeNet Categories Jian Shi Yue Dong Hao Su Stella X. Yu 127 183 0 27 Dec 2016
A Fixed-Point Model for Pancreas Segmentation in Abdominal CT Scans Yuyin Zhou Lingxi Xie Wei Shen Yan Wang Elliot K. Fishman Alan Yuille MedIm 109 36 0 25 Dec 2016
Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challenge A. Setio A. Traverso Thomas de Bel Moira S. N. Berens C. V. D. Bogaard ... Jef Vandemeulebroucke N. Walasek G. Zuidhof Bram van Ginneken Colin Jacobs 135 1,091 0 23 Dec 2016
MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving Marvin Teichmann Michael Weber Johann Marius Zöllner R. Cipolla R. Urtasun SSeg 95 701 0 22 Dec 2016
Learning Motion Patterns in Videos P. Tokmakov Alahari Karteek Cordelia Schmid VOS 98 267 0 21 Dec 2016
Beyond Skip Connections: Top-Down Modulation for Object Detection Abhinav Shrivastava Rahul Sukthankar Jitendra Malik Abhinav Gupta ObjD 95 321 0 20 Dec 2016
FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics Tran Minh Quan David Grant Colburn Hildebrand W. Jeong 88 238 0 16 Dec 2016
Reflectance Adaptive Filtering Improves Intrinsic Image Estimation Thomas Nestmeyer Peter V. Gehler 98 72 0 15 Dec 2016
Automatic Lymphocyte Detection in H&E Images with Deep Neural Networks Jianxu Chen C. Srinivas 64 31 0 09 Dec 2016
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 528 22,251 0 09 Dec 2016
Feedback Neural Network for Weakly Supervised Geo-Semantic Segmentation Xianming Liu Amy Zhang T. Tiecke A. Gros Thomas S. Huang 31 7 0 08 Dec 2016
A Multi-Pass Approach to Large-Scale Connectomics Yaron Meirovitch A. Matveev Hayk Saribekyan David Budden David Rolnick ... Seymour Knowles-Barley T. Jones Hanspeter Pfister J. Lichtman Nir Shavit 3DV 71 46 0 07 Dec 2016
End-to-end learning of brain tissue segmentation from imperfect labeling A. Fedorov Jeremy Johnson Eswar Damaraju Alexei Ozerin Vince D. Calhoun Sergey Plis MedIm 68 48 0 03 Dec 2016
Scribbler: Controlling Deep Image Synthesis with Sketch and Color Patsorn Sangkloy Jingwan Lu Chen Fang Feng Yu James Hays GAN DiffM 119 500 0 02 Dec 2016
A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images David Vázquez Jorge Bernal F. Sánchez Gloria Fernández-Esparrach Antonio M. López Adriana Romero M. Drozdzal Aaron Courville 3DV 194 649 0 02 Dec 2016
Shape Completion using 3D-Encoder-Predictor CNNs and Shape Synthesis Angela Dai C. Qi Matthias Nießner 3DV 3DPC 95 607 0 01 Dec 2016
Fast Face-swap Using Convolutional Neural Networks I. Korshunova Wenzhe Shi J. Dambre Lucas Theis CVBM 3DH PICV 129 383 0 29 Nov 2016
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation S. Jégou M. Drozdzal David Vazquez Adriana Romero Yoshua Bengio SSeg 235 1,582 0 28 Nov 2016
Object Detection Free Instance Segmentation With Labeling Transformations Long Jin Zeyu Chen Zhuowen Tu ISeg 72 16 0 28 Nov 2016
Semantic Segmentation using Adversarial Networks Pauline Luc Camille Couprie Soumith Chintala Jakob Verbeek GAN SSeg 111 725 0 25 Nov 2016
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 368 19,735 0 21 Nov 2016
RhoanaNet Pipeline: Dense Automatic Neural Annotation Seymour Knowles-Barley V. Kaynig T. Jones A. Wilson Joshua Morgan Dongil Lee Daniel R. Berger N. Kasthuri J. Lichtman Hanspeter Pfister 3DV 71 22 0 21 Nov 2016
Gland Instance Segmentation Using Deep Multichannel Neural Networks Yan Xu Yang Li Yipei Wang Mingyuan Liu Yubo Fan M. Lai E. Chang MedIm 106 164 0 21 Nov 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 296 2,852 0 20 Nov 2016
Deep Tensor Convolution on Multicores David Budden A. Matveev Shibani Santurkar S. Chaudhuri Nir Shavit 85 39 0 20 Nov 2016
Deep Residual Learning for Compressed Sensing CT Reconstruction via Persistent Homology Analysis Yoseob Han J. Yoo J. C. Ye 73 206 0 19 Nov 2016
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification Woong Bae J. Yoo J. C. Ye SupR 116 182 0 19 Nov 2016
Learning to Fuse 2D and 3D Image Cues for Monocular Body Pose Estimation Bugra Tekin Pablo Márquez-Neila Mathieu Salzmann Pascal Fua 3DH 76 35 0 17 Nov 2016
One-Shot Video Object Segmentation Sergi Caelles Kevis-Kokitsi Maninis Jordi Pont-Tuset Laura Leal-Taixé Daniel Cremers Luc Van Gool VOS 83 917 0 16 Nov 2016
Joint Graph Decomposition and Node Labeling: Problem, Algorithms, Applications Evgeny Levinkov J. Uhrig Siyu Tang Mohamed Omran Eldar Insafutdinov Alexander Kirillov Carsten Rother Thomas Brox Bernt Schiele Bjoern Andres 80 106 0 14 Nov 2016
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 78 2,128 0 11 Nov 2016
Flood-Filling Networks Michał Januszewski Jeremy B. Maitin-Shepard Peter H. Li J. Kornfeld W. Denk Viren Jain 151 43 0 01 Nov 2016
A deep convolutional neural network using directional wavelets for low-dose X-ray CT reconstruction Eunhee Kang Junhong Min J. C. Ye OOD MedIm 82 770 0 31 Oct 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 500 3,227 0 30 Oct 2016
Deep Identity-aware Transfer of Facial Attributes Mu Li W. Zuo David C. Zhang CVBM 103 149 0 18 Oct 2016
Location Sensitive Deep Convolutional Neural Networks for Segmentation of White Matter Hyperintensities Mohsen Ghafoorian N. Karssemeijer Tom Heskes I. V. Uden C. I. Sánchez G. Litjens F.‐E. Leeuw Bram van Ginneken E. Marchiori B. Platel SSeg 74 237 0 16 Oct 2016
Deep Learning Ensembles for Melanoma Recognition in Dermoscopy Images Noel Codella Q. Nguyen Sharath Pankanti David Gutman Brian Helba Allan Halpern John R. Smith 127 531 0 14 Oct 2016
Automatic Liver and Lesion Segmentation in CT Using Cascaded Fully Convolutional Neural Networks and 3D Conditional Random Fields P. Christ M. Elshaer Florian Ettlinger S. Tatavarty Marc Bickel ... Felix O. Hofmann M. D’Anastasi Wieland H. Sommer Seyed-Ahmad Ahmadi Bjoern Menze MedIm 85 633 0 07 Oct 2016