Unsupervised Local Discrimination for Medical Images

21 August 2021

Deyu Meng

Papers citing "Unsupervised Local Discrimination for Medical Images"

50 / 50 papers shown

Title
AFiRe: Anatomy-Driven Self-Supervised Learning for Fine-Grained Representation in Radiographic Images Yihang Liu Lianghua He Y. Wen Longzhen Yang Hongzhou Chen MedIm 106 0 0 15 Apr 2025
Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and Registration Bo Zhou Z. Augenfeld Julius Chapiro S. Kevin Zhou Chi Liu James S. Duncan 45 49 0 14 Apr 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning Pengguang Chen Shu Liu Jiaya Jia SSL VLM 51 54 0 01 Apr 2021
SimTriplet: Simple Triplet Representation Learning with a Single GPU Quan Liu Peter C. Louis Yuzhe Lu Aadarsh Jha Mengyang Zhao ... Joseph T. Roland Haichun Yang Shilin Zhao L. Wheless Yuankai Huo 43 36 0 09 Mar 2021
Pneumonia Detection on Chest X-ray using Radiomic Features and Contrastive Learning Yan Han Chongyan Chen Ahmed H. Tewfik Ying Ding Yifan Peng LM&MA 56 39 0 12 Jan 2021
Unsupervised Learning of Local Discriminative Representation for Medical Images Huai Chen Jieyu Li Renzhen Wang Yijie Huang Fanrui Meng Deyu Meng Qing Peng Lisheng Wang SSL 37 8 0 17 Dec 2020
Contrastive Learning of Relative Position Regression for One-Shot Object Localization in 3D Medical Images Wenhui Lei Wei Xu Ran Gu Haoyuan Fu Shaoting Zhang Guotai Wang 95 28 0 13 Dec 2020
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning Zhenda Xie Yutong Lin Zheng Zhang Yue Cao Stephen Lin Han Hu SSL 96 413 0 19 Nov 2020
Dense Contrastive Learning for Self-Supervised Visual Pre-Training Xinlong Wang Rufeng Zhang Chunhua Shen Tao Kong Lei Li SSL 72 683 0 18 Nov 2020
MoCo-CXR: MoCo Pretraining Improves Representation and Transferability of Chest X-ray Models Hari Sowrirajan Jingbo Yang A. Ng Pranav Rajpurkar 72 86 0 11 Oct 2020
Contrastive Learning of Medical Visual Representations from Paired Images and Text Yuhao Zhang Hang Jiang Yasuhide Miura Christopher D. Manning C. Langlotz MedIm 118 755 0 02 Oct 2020
Contrastive Clustering Yunfan Li Peng Hu Zitao Liu Dezhong Peng Qiufeng Wang Xi Peng 60 621 0 21 Sep 2020
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises S. Kevin Zhou H. Greenspan Christos Davatzikos James S. Duncan Bram van Ginneken A. Madabhushi Jerry L. Prince Daniel Rueckert Ronald M. Summers 138 636 0 02 Aug 2020
Self-supervised Feature Learning via Exploiting Multi-modal Data for Retinal Disease Diagnosis Xiaomeng Li M. Jia Md Tauhidul Islam Lequan Yu Lei Xing 56 110 0 21 Jul 2020
Comparing to Learn: Surpassing ImageNet Pretraining on Radiographs By Comparing Image Representations Hong-Yu Zhou Shuang Yu Cheng Bian Yifan Hu Kai Ma Yefeng Zheng SSL MedIm 61 104 0 15 Jul 2020
Learning Semantics-enriched Representation via Self-discovery, Self-classification, and Self-restoration F. Haghighi M. Taher Zongwei Zhou Michael B. Gotway Jianming Liang MedIm 66 65 0 14 Jul 2020
Deep Learning-Based Regression and Classification for Automatic Landmark Localization in Medical Images Julia M. H. Noothout B. D. de Vos J. Wolterink E. Postma P. Smeets R. Takx T. Leiner M. Viergever Ivana Išgum 45 83 0 10 Jul 2020
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 74 551 0 18 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 215 4,070 0 17 Jun 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 132 971 0 11 May 2020
Clustering based Contrastive Learning for Improving Face Representations Vivek Sharma Makarand Tapaswi M. Sarfraz Rainer Stiefelhagen CVBM SSL 52 46 0 05 Apr 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 452 3,422 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 331 18,721 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 169 12,065 0 13 Nov 2019
Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube Xinrui Zhuang Yuexiang Li Yifan Hu Kai Ma Yujiu Yang Yefeng Zheng SSL 57 150 0 05 Oct 2019
Unsupervised Embedding Learning via Invariant and Spreading Instance Feature Mang Ye Xu-Yao Zhang PongChi Yuen Shih-Fu Chang SSL 78 581 0 06 Apr 2019
Unsupervised Deep Transfer Feature Learning for Medical Image Classification Euijoon Ahn Ashnil Kumar Dagan Feng M. Fulham Jinman Kim OOD 26 35 0 15 Mar 2019
Defining Image Memorability using the Visual Memory Schema Erdem Akagündüz A. Bors K. Evans 39 28 0 05 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 56 398 0 25 Feb 2019
A Survey of Unsupervised Deep Domain Adaptation Garrett Wilson D. Cook OOD 80 814 0 06 Dec 2018
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth Yuankai Huo Zhoubing Xu Hyeonsoo Moon Shunxing Bao A. Assad T. Moyo M. Savona R. Abramson Bennett A. Landman MedIm 114 225 0 15 Oct 2018
Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling C. Biffi Ozan Oktay G. Tarroni Wenjia Bai A. de Marvao ... R. Bedair S. Prasad S. Cook D. O’Regan Daniel Rueckert MedIm 52 67 0 18 Jul 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 88 1,890 0 15 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 290 10,253 0 10 Jul 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 170 3,450 0 05 May 2018
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network Zizhao Zhang Ling Yang Yefeng Zheng MedIm 116 378 0 27 Feb 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 66 2,008 0 10 Feb 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 271 9,743 0 25 Oct 2017
ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases Xiaosong Wang Yifan Peng Le Lu Zhiyong Lu M. Bagheri Ronald M. Summers LM&MA 154 2,521 0 05 May 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 277 8,114 0 15 Mar 2017
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 338 4,700 0 15 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 608 10,759 0 19 Feb 2017
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 67 5,287 0 25 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.0K 193,426 0 10 Dec 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,782 0 19 May 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.6K 76,917 0 18 May 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 316 19,609 0 09 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.5K 149,842 0 22 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.4K 100,213 0 04 Sep 2014
Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks Alexey Dosovitskiy Philipp Fischer Jost Tobias Springenberg Martin Riedmiller Thomas Brox OOD SSL 82 1,017 0 26 Jun 2014