Unsupervised domain adaptation for medical imaging segmentation with self-ensembling

14 November 2018

Papers citing "Unsupervised domain adaptation for medical imaging segmentation with self-ensembling"

41 / 41 papers shown

Title
Deep Visual Domain Adaptation G. Csurka OOD 189 185 0 28 Dec 2020
Monte-Carlo Sampling applied to Multiple Instance Learning for Histological Image Classification Marc Combalia João Paulo Papa 53 82 0 30 Dec 2018
Deep semi-supervised segmentation with weight-averaged consistency targets C. Perone Julien Cohen-Adad OOD 58 72 0 12 Jul 2018
Confounding variables can degrade generalization performance of radiological deep learning models J. Zech Marcus A. Badgeley Manway Liu A. Costa J. Titano Eric K. Oermann OOD 83 1,175 0 02 Jul 2018
Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation Yue Zhang S. Miao Tommaso Mansi Rui Liao MedIm 53 206 0 11 Jun 2018
Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation Cheng Chen Qi Dou Hao Chen Pheng-Ann Heng OOD GAN MedIm 46 161 0 02 Jun 2018
How Does Batch Normalization Help Optimization? Shibani Santurkar Dimitris Tsipras Andrew Ilyas Aleksander Madry ODL 95 1,541 0 29 May 2018
DiDA: Disentangled Synthesis for Domain Adaptation Jinming Cao Oren Katzir Peng-Tao Jiang Dani Lischinski Danny Cohen-Or Changhe Tu Yangyan Li 54 35 0 21 May 2018
Automatic segmentation of the spinal cord and intramedullary multiple sclerosis lesions with convolutional neural networks C. Gros B. Leener A. Badji J. Maranzano Dominique Eden ... J. Doyon T. Shepherd Erik Charlson S. Narayanan Julien Cohen-Adad 57 219 0 16 May 2018
Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss Qi Dou Cheng Ouyang Cheng Chen Hao Chen Pheng-Ann Heng MedIm 62 297 0 29 Apr 2018
Taskonomy: Disentangling Task Transfer Learning Amir Zamir Alexander Sax Bokui (William) Shen Leonidas Guibas Jitendra Malik Silvio Savarese 118 1,218 0 23 Apr 2018
Group Normalization Yuxin Wu Kaiming He 228 3,654 0 22 Mar 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 68 2,012 0 10 Feb 2018
Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training Faisal Mahmood Richard J. Chen Nicholas J. Durr OOD MedIm 83 230 0 17 Nov 2017
CyCADA: Cycle-Consistent Adversarial Domain Adaptation Judy Hoffman Eric Tzeng Taesung Park Jun-Yan Zhu Phillip Isola Kate Saenko Alexei A. Efros Trevor Darrell 142 3,001 0 08 Nov 2017
Spinal cord gray matter segmentation using deep dilated convolutions C. Perone Evan Calabrese Julien Cohen-Adad MedIm 62 113 0 02 Oct 2017
Cardiologist-Level Arrhythmia Detection with Convolutional Neural Networks Pranav Rajpurkar Awni Y. Hannun Masoumeh Haghpanahi Codie Bourn A. Ng 59 747 0 06 Jul 2017
Exploring Generalization in Deep Learning Behnam Neyshabur Srinadh Bhojanapalli David A. McAllester Nathan Srebro FAtt 143 1,255 0 27 Jun 2017
Tversky loss function for image segmentation using 3D fully convolutional deep networks S. Salehi Deniz Erdogmus Ali Gholipour MedIm 54 832 0 18 Jun 2017
Generate To Adapt: Aligning Domains using Generative Adversarial Networks S. Sankaranarayanan Yogesh Balaji Carlos D. Castillo Rama Chellappa GAN OOD 105 650 0 06 Apr 2017
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks Jun-Yan Zhu Taesung Park Phillip Isola Alexei A. Efros GAN 123 5,554 0 30 Mar 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 642 10,768 0 19 Feb 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 259 4,658 0 17 Feb 2017
Unsupervised domain adaptation in brain lesion segmentation with adversarial networks Konstantinos Kamnitsas Christian F. Baumgartner C. Ledig Virginia Newcombe Joanna P. Simpson ... David Menon A. Nori A. Criminisi Daniel Rueckert Ben Glocker OOD MedIm 76 479 0 28 Dec 2016
Temporal Ensembling for Semi-Supervised Learning S. Laine Timo Aila UQCV 181 2,555 0 07 Oct 2016
Deep Reconstruction-Classification Networks for Unsupervised Domain Adaptation Muhammad Ghifary W. Kleijn Mengjie Zhang David Balduzzi Wen Li 88 865 0 12 Jul 2016
Deep CORAL: Correlation Alignment for Deep Domain Adaptation Baochen Sun Kate Saenko OOD 100 3,152 0 06 Jul 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 219 8,681 0 15 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 735 37,846 0 20 May 2016
Revisiting Batch Normalization For Practical Domain Adaptation Yanghao Li Naiyan Wang Jianping Shi Jiaying Liu Xiaodi Hou OOD 78 587 0 15 Mar 2016
Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks Tim Salimans Diederik P. Kingma ODL 192 1,941 0 25 Feb 2016
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 369 9,486 0 28 May 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,133 0 18 May 2015
Deep Learning for Medical Image Segmentation Matthew Lai MedIm SSeg 50 99 0 08 May 2015
Patch-based Convolutional Neural Network for Whole Slide Tissue Image Classification L. Hou Dimitris Samaras Tahsin M. Kurc Yi Gao James E. Davis Joel H. Saltz MedIm 57 777 0 29 Apr 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 344 19,634 0 09 Mar 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,289 0 11 Feb 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 323 18,613 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,039 0 22 Dec 2014
Deep Domain Confusion: Maximizing for Domain Invariance Eric Tzeng Judy Hoffman Ning Zhang Kate Saenko Trevor Darrell OOD 172 2,601 0 10 Dec 2014
How transferable are features in deep neural networks? J. Yosinski Jeff Clune Yoshua Bengio Hod Lipson OOD 231 8,336 0 06 Nov 2014