Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels

29 July 2021

Jizong Peng

Ping Wang

Chrisitian Desrosiers

M. Pedersoli

SSL

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Papers citing "Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels"

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Title
Positional Contrastive Learning for Volumetric Medical Image Segmentation Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Haiyun Yuan Meiping Huang Zhuang Jian Jingtong Hu Yiyu Shi 62 91 0 16 Jun 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 106 983 0 10 Jun 2021
Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation Zhizhe Liu Zhenfeng Zhu Shuai Zheng Yang Liu Jiayu Zhou Yao Zhao CLL 45 51 0 15 Mar 2021
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization Jizong Peng M. Pedersoli Christian Desrosiers SSL 59 21 0 08 Mar 2021
Self-Supervised Representation Learning from Flow Equivariance Yuwen Xiong Mengye Ren Wenyuan Zeng R. Urtasun SSL 49 28 0 16 Jan 2021
Contrastive Learning for Label-Efficient Semantic Segmentation Xiangyu Zhao Raviteja Vemulapalli Philip Mansfield Boqing Gong Bradley Green Lior Shapira Ying Nian Wu SSL SSeg 106 175 0 13 Dec 2020
When Do Curricula Work? Xiaoxia Wu Ethan Dyer Behnam Neyshabur 65 115 0 05 Dec 2020
Self-paced and self-consistent co-training for semi-supervised image segmentation Ping Wang Jizong Peng M. Pedersoli Yuanfeng Zhou Caiming Zhang Christian Desrosiers 34 53 0 31 Oct 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 80 552 0 18 Jun 2020
Adversarial Self-Supervised Contrastive Learning Minseon Kim Jihoon Tack Sung Ju Hwang SSL 63 250 0 13 Jun 2020
A scoping review of transfer learning research on medical image analysis using ImageNet M. Morid Alireza Borjali G. Fiol 61 365 0 27 Apr 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 145 4,542 0 23 Apr 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 475 3,427 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 358 18,752 0 13 Feb 2020
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 103 1,452 0 04 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 199 12,074 0 13 Nov 2019
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & Practice J. Bertels Tom Eelbode Maxim Berman Dirk Vandermeulen F. Maes R. Bisschops Matthew Blaschko 117 255 0 05 Nov 2019
Semi-Supervised Medical Image Segmentation via Learning Consistency under Transformations Gerda Bortsova Florian Dubost Laurens Hogeweg Ioannis Katramados Marleen de Bruijne 55 181 0 04 Nov 2019
On the Variance of the Adaptive Learning Rate and Beyond Liyuan Liu Haoming Jiang Pengcheng He Weizhu Chen Xiaodong Liu Jianfeng Gao Jiawei Han ODL 284 1,903 0 08 Aug 2019
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation Lequan Yu Shujun Wang Xuelong Li Chi-Wing Fu Pheng-Ann Heng UQCV 74 850 0 16 Jul 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 158 2,399 0 13 Jun 2019
Deep Co-Training for Semi-Supervised Image Segmentation Jizong Peng Guillermo Estrada M. Pedersoli Christian Desrosiers 67 181 0 27 Mar 2019
Competence-based Curriculum Learning for Neural Machine Translation Emmanouil Antonios Platanios Otilia Stretcu Graham Neubig Barnabás Póczós Tom Michael Mitchell 83 343 0 23 Mar 2019
Semi-Supervised Brain Lesion Segmentation with an Adapted Mean Teacher Model Wenhui Cui Yanling Liu Yuxing Li Meng-Hao Guo Yiming Li Xiuli Li Tianle Wang Xiangzhu Zeng Chuyang Ye 104 176 0 04 Mar 2019
Data augmentation using learned transformations for one-shot medical image segmentation Amy Zhao Guha Balakrishnan F. Durand John Guttag Adrian Dalca OOD MedIm 62 399 0 25 Feb 2019
Semi-Supervised and Task-Driven Data Augmentation K. Chaitanya Neerav Karani Christian F. Baumgartner O. Donati Anton S. Becker E. Konukoglu MedIm 85 143 0 11 Feb 2019
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation Tuan-Hung Vu Himalaya Jain Max Bucher Matthieu Cord P. Pérez 123 1,293 0 30 Nov 2018
Gradient Descent Finds Global Minima of Deep Neural Networks S. Du Jason D. Lee Haochuan Li Liwei Wang Masayoshi Tomizuka ODL 192 1,135 0 09 Nov 2018
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 315 2,661 0 20 Aug 2018
Deep semi-supervised segmentation with weight-averaged consistency targets C. Perone Julien Cohen-Adad OOD 58 72 0 12 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 312 10,284 0 10 Jul 2018
Semi-Supervised Multi-Organ Segmentation via Deep Multi-Planar Co-Training Yuyin Zhou Yan Wang Peng Tang S. Bai Wei Shen Elliot K. Fishman Alan Yuille 63 131 0 07 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 252 3,288 0 21 Mar 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 278 9,760 0 25 Oct 2017
Multi-task Self-Supervised Visual Learning Carl Doersch Andrew Zisserman SSL 78 631 0 25 Aug 2017
Unsupervised Representation Learning by Sorting Sequences Hsin-Ying Lee Jia-Bin Huang Maneesh Kumar Singh Ming-Hsuan Yang SSL DRL 72 534 0 03 Aug 2017
The loss surface of deep and wide neural networks Quynh N. Nguyen Matthias Hein ODL 154 284 0 26 Apr 2017
Time-Contrastive Networks: Self-Supervised Learning from Video P. Sermanet Corey Lynch Yevgen Chebotar Jasmine Hsu Eric Jang S. Schaal Sergey Levine SSL 98 826 0 23 Apr 2017
Bridging Saliency Detection to Weakly Supervised Object Detection Based on Self-paced Curriculum Learning Dingwen Zhang Deyu Meng Long Zhao Junwei Han WSOD 61 87 0 03 Mar 2017
What makes ImageNet good for transfer learning? Minyoung Huh Pulkit Agrawal Alexei A. Efros OOD SSeg VLM SSL 105 676 0 30 Aug 2016
No bad local minima: Data independent training error guarantees for multilayer neural networks Daniel Soudry Y. Carmon 183 235 0 26 May 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 127 3,529 0 28 Mar 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,133 0 18 May 2015
An Analysis of Unsupervised Pre-training in Light of Recent Advances T. Paine Pooya Khorrami Wei Han Thomas S. Huang SSL 61 56 0 20 Dec 2014
Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks Alexey Dosovitskiy Philipp Fischer Jost Tobias Springenberg Martin Riedmiller Thomas Brox OOD SSL 82 1,018 0 26 Jun 2014