HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation

13 September 2021

Lei Zhu

Papers citing "HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation"

37 / 37 papers shown

Title
Generalizing Nucleus Recognition Model in Multi-source Images via Pruning Jiatong Cai Chenglu Zhu C. Cui Honglin Li Tong Wu Shichuan Zhang Lin Yang 43 9 0 06 Jul 2021
Semi-Supervised Domain Generalization with Stochastic StyleMatch Kaiyang Zhou Chen Change Loy Ziwei Liu OOD 67 59 0 01 Jun 2021
A Fourier-based Framework for Domain Generalization Qinwei Xu Ruipeng Zhang Ya Zhang Yanfeng Wang Qi Tian OOD 126 439 0 24 May 2021
Out-of-distribution Prediction with Invariant Risk Minimization: The Limitation and An Effective Fix Ruocheng Guo Pengchuan Zhang Hao Liu Emre Kıcıman OOD 66 38 0 16 Jan 2021
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets Shujun Wang Lequan Yu Kang Li Xin Yang Chi-Wing Fu Pheng-Ann Heng 58 137 0 13 Oct 2020
Semi-supervised Medical Image Segmentation through Dual-task Consistency Xiangde Luo Jieneng Chen Tao Song Yinan Chen Guotai Wang Shaoting Zhang 56 538 0 09 Sep 2020
Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains Quande Liu Qi Dou Pheng-Ann Heng OOD 100 198 0 04 Jul 2020
Learning to Learn Single Domain Generalization Fengchun Qiao Long Zhao Xi Peng OOD 123 443 0 30 Mar 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 107 726 0 19 Mar 2020
Explainable Deep Classification Models for Domain Generalization Andrea Zunino Sarah Adel Bargal Riccardo Volpi M. Sameki Jianming Zhang Stan Sclaroff Vittorio Murino Kate Saenko FAtt 49 40 0 13 Mar 2020
Deep Domain-Adversarial Image Generation for Domain Generalisation Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 291 409 0 12 Mar 2020
MaxUp: A Simple Way to Improve Generalization of Neural Network Training Chengyue Gong Zhaolin Ren Mao Ye Qiang Liu AAML 58 56 0 20 Feb 2020
MS-Net: Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data Quande Liu Qi Dou Lequan Yu Pheng Ann Heng OOD 118 281 0 09 Feb 2020
Shape-Aware Organ Segmentation by Predicting Signed Distance Maps Yuan Xue Hui Tang Zhi Qiao G. Gong Yong Yin Zhen Qian Chao Huang Wei Fan Xiaolei Huang MedIm 61 128 0 09 Dec 2019
Domain Generalization via Model-Agnostic Learning of Semantic Features Qi Dou Daniel Coelho De Castro Konstantinos Kamnitsas Ben Glocker OOD 103 698 0 29 Oct 2019
REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs J. Orlando Huazhu Fu J. Barbosa-Breda K. V. Keer Deepti R. Bathula ... Fei Li Xiulan Zhang Yanwu Xu Xiulan Zhang Hrvoje Bogunović 121 610 0 08 Oct 2019
Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data Xiangyu Yue Yang Zhang Sicheng Zhao Alberto L. Sangiovanni-Vincentelli Kurt Keutzer Boqing Gong OOD 58 385 0 02 Sep 2019
Invariant Risk Minimization Martín Arjovsky Léon Bottou Ishaan Gulrajani David Lopez-Paz OOD 179 2,223 0 05 Jul 2019
Boundary and Entropy-driven Adversarial Learning for Fundus Image Segmentation Shujun Wang Lequan Yu Kang Li Xin Yang Chi-Wing Fu Pheng-Ann Heng FedML 50 139 0 26 Jun 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 609 4,778 0 13 May 2019
Domain Generalization by Solving Jigsaw Puzzles Fabio Maria Carlucci A. DÍnnocente S. Bucci Barbara Caputo Tatiana Tommasi SSL 64 814 0 16 Mar 2019
Patch-based Output Space Adversarial Learning for Joint Optic Disc and Cup Segmentation Shujun Wang Lequan Yu Xin Yang Chi-Wing Fu Pheng-Ann Heng MedIm 54 223 0 20 Feb 2019
Psi-Net: Shape and boundary aware joint multi-task deep network for medical image segmentation Balamurali Murugesan Kaushik Sarveswaran Sharath M. Shankaranarayana Keerthi Ram M. Sivaprakasam SSeg 61 143 0 11 Feb 2019
Domain Generalization via Conditional Invariant Representation Ya Li Biwei Huang Xinmei Tian Tongliang Liu Dacheng Tao AI4CE OOD 122 259 0 23 Jul 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 225 3,463 0 09 Mar 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 432 13,132 0 07 Feb 2018
Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation Huazhu Fu Jun Cheng Yanwu Xu D. Wong Jiang-Dong Liu Xiaochun Cao MedIm 33 736 0 03 Jan 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 276 9,760 0 25 Oct 2017
Learning to Generalize: Meta-Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 97 1,421 0 10 Oct 2017
Improving Dermoscopic Image Segmentation with Enhanced Convolutional-Deconvolutional Networks Yading Yuan Y. Lo 178 224 0 28 Sep 2017
Automatic 3D Cardiovascular MR Segmentation with Densely-Connected Volumetric ConvNets Lequan Yu Jie Cheng Qi Dou Xin Yang Hao Chen Jing Qin Pheng-Ann Heng 65 221 0 02 Aug 2017
Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real World Joshua Tobin Rachel Fong Alex Ray Jonas Schneider Wojciech Zaremba Pieter Abbeel 247 2,963 0 20 Mar 2017
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 221 8,681 0 15 Jun 2016
Regularization With Stochastic Transformations and Perturbations for Deep Semi-Supervised Learning Mehdi S. M. Sajjadi Mehran Javanmardi Tolga Tasdizen BDL 80 1,112 0 14 Jun 2016
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 344 19,643 0 09 Mar 2015
Unsupervised Domain Adaptation by Backpropagation Yaroslav Ganin Victor Lempitsky OOD 233 6,022 0 26 Sep 2014
Domain Generalization via Invariant Feature Representation Krikamol Muandet David Balduzzi Bernhard Schölkopf OOD 127 1,179 0 10 Jan 2013