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
Towards Automatic 3D Shape Instantiation for Deployed Stent Grafts: 2D Multiple-class and Class-imbalance Marker Segmentation with Equally-weighted Focal U-Net Xiao-Yun Zhou Su-Lin Lee Guang-Zhong Yang 3DPC 29 34 0 04 Nov 2017
Segmentation-by-Detection: A Cascade Network for Volumetric Medical Image Segmentation Min Tang Zichen Zhang Dana Cobzas Martin Jägersand Jacob L. Jaremko 37 22 0 31 Oct 2017
Adversarial Semi-Supervised Audio Source Separation applied to Singing Voice Extraction Daniel Stoller Sebastian Ewert S. Dixon 28 72 0 31 Oct 2017
Deep Learning and Conditional Random Fields-based Depth Estimation and Topographical Reconstruction from Conventional Endoscopy Faisal Mahmood Nicholas J. Durr MedIm 35 142 0 30 Oct 2017
Learning to diagnose from scratch by exploiting dependencies among labels L. Yao Eric Poblenz Dmitry Dagunts Ben Covington D. Bernard Kevin Lyman 30 332 0 28 Oct 2017
Automated Design using Neural Networks and Gradient Descent O. Hennigh 29 8 0 27 Oct 2017
Image Segmentation and Classification for Sickle Cell Disease using Deformable U-Net Mo Zhang Xiang Li Mengjia Xu Quanzheng Li SSeg 23 27 0 23 Oct 2017
Rethinking Convolutional Semantic Segmentation Learning Mrinal Haloi BDL 32 4 0 22 Oct 2017
Hierarchical Convolutional-Deconvolutional Neural Networks for Automatic Liver and Tumor Segmentation Yading Yuan 40 76 0 12 Oct 2017
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning Guotai Wang Wenqi Li Maria A. Zuluaga R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Kamiel Magda Vercauteren 41 686 0 11 Oct 2017
DeepSolarEye: Power Loss Prediction and Weakly Supervised Soiling Localization via Fully Convolutional Networks for Solar Panels Sachin Mehta A. Azad Saneem A. Chemmengath V. Raykar S. Kalyanaraman 30 81 0 10 Oct 2017
Iterative PET Image Reconstruction Using Convolutional Neural Network Representation Kuang Gong Jiahui Guan Kyungsang Kim Xuezhu Zhang G. El Fakhri J. Qi Quanzheng Li MedIm 24 221 0 09 Oct 2017
GP-GAN: Gender Preserving GAN for Synthesizing Faces from Landmarks Xing Di Vishwanath A. Sindagi Vishal M. Patel CVBM GAN 36 46 0 03 Oct 2017
Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images Heran Yang Jian Sun Huibin Li Lisheng Wang Zongben Xu 33 27 0 27 Sep 2017
Neural networks for topology optimization Ivan Sosnovik Ivan Oseledets 25 253 0 27 Sep 2017
Real-time 3D Shape Instantiation from Single Fluoroscopy Projection for Fenestrated Stent Graft Deployment Xiao-Yun Zhou Jianyu Lin C. Riga Guang-Zhong Yang Su-Lin Lee 20 26 0 22 Sep 2017
Convolutional neural networks that teach microscopes how to image R. Horstmeyer Richard Y. Chen Barbara Kappes B. Judkewitz 27 58 0 21 Sep 2017
MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompaniment Hao-Wen Dong Wen-Yi Hsiao Li-Chia Yang Yi-Hsuan Yang MGen GAN 23 536 0 19 Sep 2017
Video Object Segmentation Without Temporal Information Kevis-Kokitsi Maninis Sergi Caelles Yuhua Chen Jordi Pont-Tuset Laura Leal-Taixé Daniel Cremers Luc Van Gool VOS 29 338 0 18 Sep 2017
Anti-Makeup: Learning A Bi-Level Adversarial Network for Makeup-Invariant Face Verification Yi Li Lingxiao Song Xiang Wu Ran He Tieniu Tan CVBM GAN 19 48 0 12 Sep 2017
Large Scale Image Segmentation with Structured Loss based Deep Learning for Connectome Reconstruction Jan Funke Fabian Tschopp William Grisaitis Arlo Sheridan Chandan Singh S. Saalfeld Srinivas C. Turaga 3DV 20 27 0 09 Sep 2017
PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume Deqing Sun Xiaodong Yang Ming-Yu Liu Jan Kautz 3DPC 32 2,425 0 07 Sep 2017
CNN-Based Projected Gradient Descent for Consistent Image Reconstruction Harshit Gupta Kyong Hwan Jin H. Nguyen Michael T. McCann M. Unser 3DV 35 361 0 06 Sep 2017
Multi-label Class-imbalanced Action Recognition in Hockey Videos via 3D Convolutional Neural Networks Konstantin Sozykin Stanislav Protasov A. Khan Rasheed Hussain Jooyoung Lee 35 45 0 05 Sep 2017
Adversarial Networks for Spatial Context-Aware Spectral Image Reconstruction from RGB Aitor Alvarez-Gila Joost van de Weijer Estíbaliz Garrote GAN 30 90 0 01 Sep 2017
Pix2face: Direct 3D Face Model Estimation Daniel E. Crispell Maxim Bazik 3DH CVBM 29 21 0 29 Aug 2017
3D Object Reconstruction from a Single Depth View with Adversarial Learning Bo Yang Hongkai Wen Sen Wang R. Clark Andrew Markham A. Trigoni GAN 33 198 0 26 Aug 2017
Automatic Myocardial Segmentation by Using A Deep Learning Network in Cardiac MRI A. Curiale F. D. Colavecchia P. Kaluza R. Isoardi G. Mato 16 22 0 24 Aug 2017
Tags2Parts: Discovering Semantic Regions from Shape Tags Sanjeev Muralikrishnan Vladimir G. Kim S. Chaudhuri 37 24 0 22 Aug 2017
Sharpness-aware Low dose CT denoising using conditional generative adversarial network Xin Yi P. Babyn GAN MedIm 28 261 0 22 Aug 2017
Conditional Adversarial Network for Semantic Segmentation of Brain Tumor Mina Rezaei Konstantin Harmuth Willi Gierke Thomas Kellermeier Martin Fischer Haojin Yang Christoph Meinel GAN MedIm 27 120 0 17 Aug 2017
An Error Detection and Correction Framework for Connectomics J. Zung Ignacio Tartavull Kisuk Lee H. S. Seung 3DV 30 44 0 08 Aug 2017
Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss Qingsong Yang Pingkun Yan Yanbo Zhang Hengyong Yu Yongyi Shi X. Mou M. Kalra Ge Wang GAN MedIm 32 1,188 0 03 Aug 2017
Accurate Lung Segmentation via Network-Wise Training of Convolutional Networks Sangheum Hwang Sunggyun Park SSeg 15 45 0 02 Aug 2017
Automatic 3D Cardiovascular MR Segmentation with Densely-Connected Volumetric ConvNets Lequan Yu Jie-Zhi Cheng Qi Dou Xin Yang Hao Chen Jing Qin Pheng-Ann Heng 24 220 0 02 Aug 2017
Photographic Image Synthesis with Cascaded Refinement Networks Qifeng Chen V. Koltun 26 946 0 28 Jul 2017
Recurrent Ladder Networks Isabeau Prémont-Schwarz Alexander Ilin T. Hao Antti Rasmus Rinu Boney Harri Valpola 32 41 0 28 Jul 2017
Liver lesion segmentation informed by joint liver segmentation Eugene Vorontsov A. Tang Chris Pal Samuel Kadoury MedIm 18 112 0 24 Jul 2017
Learned Primal-dual Reconstruction J. Adler Ozan Oktem MedIm 19 747 0 20 Jul 2017
Fast, Simple Calcium Imaging Segmentation with Fully Convolutional Networks Aleksander Klibisz Derek C. Rose Matthew R. Eicholtz J. Blundon Stanislav S Zakharenko 32 38 0 19 Jul 2017
Improving Deep Pancreas Segmentation in CT and MRI Images via Recurrent Neural Contextual Learning and Direct Loss Function Jinzheng Cai Le Lu Yuanpu Xie Fuyong Xing L. Yang MedIm SSeg 35 132 0 16 Jul 2017
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Kamiel Magda Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 27 2,118 0 11 Jul 2017
Enhanced Deep Residual Networks for Single Image Super-Resolution Bee Lim Sanghyun Son Heewon Kim Seungjun Nah Kyoung Mu Lee SupR 64 5,836 0 10 Jul 2017
Deep Semantic Segmentation for Automated Driving: Taxonomy, Roadmap and Challenges Mennatullah Siam Sara Elkerdawy Martin Jägersand S. Yogamani 122 166 0 08 Jul 2017
Discriminative Localization in CNNs for Weakly-Supervised Segmentation of Pulmonary Nodules Xinyang Feng Jie-jin Yang Andrew F. Laine Elsa D. Angelini 14 159 0 04 Jul 2017
Skeleton-aided Articulated Motion Generation Yichao Yan Jingwei Xu Bingbing Ni Xiaokang Yang 3DH 35 87 0 04 Jul 2017
Deep Convolutional Framelets: A General Deep Learning Framework for Inverse Problems J. C. Ye Yoseob Han Eunju Cha 36 16 0 03 Jul 2017
Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks Jaemin Son S. Park Kyu-Hwan Jung GAN MedIm 15 159 0 28 Jun 2017
Satellite Imagery Feature Detection using Deep Convolutional Neural Network: A Kaggle Competition V. Iglovikov Sergey Mushinskiy V. Osin 35 167 0 19 Jun 2017
Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation L. Yang Yizhe Zhang Jianxu Chen Siyuan Zhang Danny Chen MedIm 33 503 0 15 Jun 2017