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
Deep Generative Models in the Real-World: An Open Challenge from Medical Imaging Xiaoran Chen Nick Pawlowski Martin Rajchl Ben Glocker E. Konukoglu OOD MedIm 11 49 0 14 Jun 2018
Improving Cytoarchitectonic Segmentation of Human Brain Areas with Self-supervised Siamese Networks H. Spitzer Kai Kiwitz K. Amunts Stefan Harmeling Timo Dickscheid 6 80 0 13 Jun 2018
A Probabilistic U-Net for Segmentation of Ambiguous Images Simon A. A. Kohl Bernardino Romera-Paredes Clemens Meyer J. Fauw J. Ledsam Klaus H. Maier-Hein S. M. Ali Eslami Danilo Jimenez Rezende Olaf Ronneberger UQCV SSeg 25 568 0 13 Jun 2018
A Unified Framework for Generalizable Style Transfer: Style and Content Separation Yexun Zhang Ya-Qin Zhang Wenbin Cai 22 40 0 13 Jun 2018
Imperfect Segmentation Labels: How Much Do They Matter? N. Heller Joshua Dean Nikolaos Papanikolopoulos 16 37 0 12 Jun 2018
Retinal Optic Disc Segmentation using Conditional Generative Adversarial Network V. Singh Hatem A. Rashwan Farhan Akram Nidhi Pandey Md. Mostafa Kamal Sarker Adel Saleh Saddam Abdulwahab Najlaa Maaroof S. Romaní D. Puig GAN MedIm 20 29 0 11 Jun 2018
Free-Form Image Inpainting with Gated Convolution Jiahui Yu Zhe-nan Lin Jimei Yang Xiaohui Shen Xin Lu Thomas Huang DRL 13 1,698 0 10 Jun 2018
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation Daniel Stoller Sebastian Ewert S. Dixon AI4TS 104 588 0 08 Jun 2018
Deep multi-scale architectures for monocular depth estimation Michel Moukari Sylvaine Picard Loïc Simon F. Jurie MDE 18 20 0 08 Jun 2018
JointGAN: Multi-Domain Joint Distribution Learning with Generative Adversarial Nets Yunchen Pu Shuyang Dai Zhe Gan Weiyao Wang Guoyin Wang Yizhe Zhang Ricardo Henao Lawrence Carin GAN OOD 20 41 0 08 Jun 2018
Variational Autoencoder with Arbitrary Conditioning Oleg Ivanov Michael Figurnov Dmitry Vetrov BDL DRL 11 144 0 06 Jun 2018
A multi-scale pyramid of 3D fully convolutional networks for abdominal multi-organ segmentation H. Roth Chen Shen H. Oda T. Sugino M. Oda Y. Hayashi K. Misawa K. Mori SSeg 14 83 0 06 Jun 2018
MILD-Net: Minimal Information Loss Dilated Network for Gland Instance Segmentation in Colon Histology Images S. Graham Hao Chen Jevgenij Gamper Qi Dou Pheng-Ann Heng David R. J. Snead Yee Wah Tsang Nasir M. Rajpoot MedIm 19 301 0 05 Jun 2018
Monte Carlo Convolution for Learning on Non-Uniformly Sampled Point Clouds Pedro Hermosilla Tobias Ritschel Pere-Pau Vázquez À. Vinacua Timo Ropinski 3DPC 6 257 0 05 Jun 2018
Synthetic data generation for end-to-end thermal infrared tracking Lichao Zhang Abel Gonzalez-Garcia Joost van de Weijer Martin Danelljan F. Khan 8 148 0 04 Jun 2018
BoxNet: Deep Learning Based Biomedical Image Segmentation Using Boxes Only Annotation L. Yang Yizhe Zhang Zhuo Zhao Hao Zheng Peixian Liang M. Ying A. Ahuja D. Z. Chen 16 31 0 02 Jun 2018
Learn the new, keep the old: Extending pretrained models with new anatomy and images Firat Özdemir Philipp Fürnstahl Orçun Göksel CLL 20 48 0 01 Jun 2018
Fully Automated Organ Segmentation in Male Pelvic CT Images Anjali Balagopal S. Kazemifar D. Nguyen Mu-Han Lin R. Hannan A. Owrangi Steve B. Jiang 9 119 0 31 May 2018
Tiling and Stitching Segmentation Output for Remote Sensing: Basic Challenges and Recommendations Bohao Huang Daniel Reichman L. Collins Kyle Bradbury Jordan M. Malof 14 44 0 30 May 2018
A Robust and Effective Approach Towards Accurate Metastasis Detection and pN-stage Classification in Breast Cancer Byungjae Lee K. Paeng 14 55 0 30 May 2018
Stochastic Deep Compressive Sensing for the Reconstruction of Diffusion Tensor Cardiac MRI Jo Schlemper Guang Yang Pedro F. Ferreira Andrew D. Scott L. McGill ... M. Roehl J. Keegan D. Pennell D. Firmin Daniel Rueckert MedIm DiffM 18 54 0 30 May 2018
Propagating Confidences through CNNs for Sparse Data Regression Abdelrahman Eldesokey M. Felsberg F. Khan 3DV 7 115 0 30 May 2018
RUN:Residual U-Net for Computer-Aided Detection of Pulmonary Nodules without Candidate Selection Tian Lan Yuanyuan Li Jonah Kimani Murugi Yi Ding Zhiguang Qin 17 21 0 30 May 2018
Random mesh projectors for inverse problems Sidharth Gupta K. Kothari Maarten V. de Hoop Ivan Dokmanić 18 15 0 29 May 2018
Microscopy Cell Segmentation via Convolutional LSTM Networks Assaf Arbelle Tammy Riklin-Raviv 33 73 0 29 May 2018
Unsupervised Learning with Stein's Unbiased Risk Estimator Christopher A. Metzler Ali Mousavi Reinhard Heckel Richard G. Baraniuk OOD 15 103 0 26 May 2018
Three-Dimensional Radiotherapy Dose Prediction on Head and Neck Cancer Patients with a Hierarchically Densely Connected U-net Deep Learning Architecture D. Nguyen X. Jia David Sher Mu-Han Lin Zohaib Iqbal Hui Liu Steve B. Jiang AI4CE 25 270 0 25 May 2018
Less is More: Simultaneous View Classification and Landmark Detection for Abdominal Ultrasound Images Zhoubing Xu Yuankai Huo J. Park Bennett Landman A. Milkowski Sasa Grbic S. Kevin Zhou 20 49 0 25 May 2018
A Lifelong Learning Approach to Brain MR Segmentation Across Scanners and Protocols Neerav Karani K. Chaitanya Christian F. Baumgartner E. Konukoglu 11 119 0 25 May 2018
Unsupervisedly Training GANs for Segmenting Digital Pathology with Automatically Generated Annotations M. Gadermayr Laxmi Gupta B. Klinkhammer P. Boor Dorit Merhof GAN MedIm 21 21 0 25 May 2018
Image-to-image translation for cross-domain disentanglement Abel Gonzalez-Garcia Joost van de Weijer Yoshua Bengio DRL 25 239 0 24 May 2018
Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation Xi Peng Zhiqiang Tang Fei Yang Rogerio Feris Dimitris N. Metaxas 17 204 0 24 May 2018
AVID: Adversarial Visual Irregularity Detection Mohammad Sabokrou M. PourReza Mohsen Fayyaz R. Entezari M. Fathy Jürgen Gall Ehsan Adeli GAN 6 90 0 24 May 2018
End-to-End Speech-Driven Facial Animation with Temporal GANs Konstantinos Vougioukas Stavros Petridis M. Pantic CVBM 17 103 0 23 May 2018
Deep Object Tracking on Dynamic Occupancy Grid Maps Using RNNs Nico Engel S. Hörmann Philipp Henzler Klaus C. J. Dietmayer 17 21 0 23 May 2018
Blind Predicting Similar Quality Map for Image Quality Assessment Da Pan Ping Shi Ming-rui Hou Zefeng Ying Sizhe Fu Yuan Zhang 6 103 0 22 May 2018
Autofocus Layer for Semantic Segmentation Yao Qin Konstantinos Kamnitsas Siddharth Ancha Jay Nanavati G. Cottrell A. Criminisi A. Nori SSeg MedIm 14 111 0 22 May 2018
The Roles of Supervised Machine Learning in Systems Neuroscience Joshua I. Glaser Ari S. Benjamin Roozbeh Farhoodi Konrad Paul Kording 10 114 0 21 May 2018
Disc-aware Ensemble Network for Glaucoma Screening from Fundus Image H. Fu Jun Cheng Yanwu Xu Changqing Zhang D. Wong Jiang-Dong Liu Xiaochun Cao 15 345 0 19 May 2018
Butterfly-Net: Optimal Function Representation Based on Convolutional Neural Networks Yingzhou Li Xiuyuan Cheng Jianfeng Lu 19 23 0 18 May 2018
Learning 3D Shape Completion under Weak Supervision David Stutz Andreas Geiger 3DPC SSL 19 106 0 18 May 2018
XOGAN: One-to-Many Unsupervised Image-to-Image Translation Yongqi Zhang ViT GAN 16 9 0 18 May 2018
Structure-preserving Guided Retinal Image Filtering and Its Application for Optic Disc Analysis Jun Cheng Zhengguo Li Zaiwang Gu H. Fu D. Wong Jiang-Dong Liu 8 67 0 17 May 2018
2sRanking-CNN: A 2-stage ranking-CNN for diagnosis of glaucoma from fundus images using CAM-extracted ROI as an intermediate input Tae Joon Jun Dohyeun Kim Hoang Minh Nguyen Daeyoung Kim Y. Eom MedIm 8 6 0 15 May 2018
DeepEM: Deep 3D ConvNets With EM For Weakly Supervised Pulmonary Nodule Detection Wentao Zhu Y. S. Vang Yufang Huang Xiaohui Xie MedIm 17 56 0 14 May 2018
Constrained-CNN losses for weakly supervised segmentation H. Kervadec Jose Dolz Meng Tang Eric Granger Yuri Boykov Ismail Ben Ayed 14 239 0 12 May 2018
Unsupervised Learning for Fast Probabilistic Diffeomorphic Registration Adrian V. Dalca Guha Balakrishnan John Guttag M. Sabuncu DiffM 13 381 0 11 May 2018
ContextNet: Exploring Context and Detail for Semantic Segmentation in Real-time Rudra P. K. Poudel Ujwal D. Bonde Stephan Liwicki Christopher Zach SSeg 32 227 0 11 May 2018
A volumetric deep Convolutional Neural Network for simulation of mock dark matter halo catalogues P. Berger G. Stein 6 38 0 11 May 2018
k-Space Deep Learning for Accelerated MRI Yoseob Han Leonard Sunwoo J. C. Ye 16 188 0 10 May 2018