3D Self-Supervised Methods for Medical Imaging

6 June 2020

Papers citing "3D Self-Supervised Methods for Medical Imaging"

50 / 54 papers shown

Title
LookWhere? Efficient Visual Recognition by Learning Where to Look and What to See from Self-Supervision A. Fuller Yousef Yassin Junfeng Wen Daniel G. Kyrollos Tarek Ibrahim James R. Green Evan Shelhamer ViT 130 0 0 23 May 2025
A generalizable 3D framework and model for self-supervised learning in medical imaging Tony Xu Sepehr Hosseini Chris Anderson Anthony Rinaldi Rahul G. Krishnan Anne L. Martel Maged Goubran MedIm 109 3 0 20 Jan 2025
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis Jiaxin Zhuang Linshan Wu Qiong Wang V. Vardhanabhuti Lin Luo Hao Chen Hao Chen 74 4 0 24 Apr 2024
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain Amin Karimi Monsefi Payam Karisani Mengxi Zhou Stacey S. Choi Nathan Doble Heng Ji Srinivasan Parthasarathy R. Ramnath 70 5 0 09 Feb 2024
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 72 551 0 18 Jun 2020
Self-supervised Representation Learning for Ultrasound Video Jianbo Jiao Richard Droste L. Drukker A. Papageorghiou J. A. Noble SSL 39 50 0 28 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 286 18,607 0 13 Feb 2020
Multimodal Self-Supervised Learning for Medical Image Analysis Aiham Taleb C. Lippert T. Klein Moin Nabi SSL 57 96 0 11 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 135 12,007 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 57 149 0 05 Oct 2019
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis Zongwei Zhou V. Sodha M. R. Siddiquee Ruibin Feng Nima Tajbakhsh Michael B. Gotway Jianming Liang MedIm 64 305 0 19 Aug 2019
A review on deep learning techniques for 3D sensed data classification David J. Griffiths Jan Boehm 3DPC 3DV 67 165 0 09 Jul 2019
Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction Wenjia Bai Chen Chen G. Tarroni Jinming Duan Florian Guitton S. Petersen Yike Guo Paul M. Matthews Daniel Rueckert SSL 49 179 0 05 Jul 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 101 1,422 0 22 May 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 51 397 0 03 May 2019
Deep Learning Fundus Image Analysis for Diabetic Retinopathy and Macular Edema Grading J. Sahlsten J. Jaskari Jyri J. Kivinen L. Turunen Esa Jaanio K. Hietala K. Kaski MedIm 39 188 0 16 Apr 2019
A large annotated medical image dataset for the development and evaluation of segmentation algorithms Amber L. Simpson Michela Antonelli Spyridon Bakas Michel Bilello Keyvan Farahani ... M. McHugo S. Napel Eugene Vorontsov Lena Maier-Hein M. Jorge Cardoso 89 850 0 25 Feb 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 108 1,692 0 16 Feb 2019
Transfusion: Understanding Transfer Learning for Medical Imaging M. Raghu Chiyuan Zhang Jon M. Kleinberg Samy Bengio MedIm 60 980 0 14 Feb 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 127 716 0 25 Jan 2019
Surrogate Supervision for Medical Image Analysis: Effective Deep Learning From Limited Quantities of Labeled Data Nima Tajbakhsh Yufei Hu Junli Cao Xingjian Yan Yi Xiao Yong Lu Jianming Liang Demetri Terzopoulos Xiaowei Ding 42 77 0 25 Jan 2019
Deep Learning based Early Detection and Grading of Diabetic Retinopathy Using Retinal Fundus Images S. M. S. Islam Md Golam Moula Mehedi Hasan Sohaib Abdullah 25 74 0 27 Dec 2018
Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles Dahun Kim Donghyeon Cho In So Kweon SSL 63 346 0 24 Nov 2018
No New-Net Fabian Isensee Philipp Kickingereder Wolfgang Wick Martin Bendszus Klaus H. Maier-Hein SSeg 74 396 0 27 Sep 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 83 1,878 0 15 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 255 10,152 0 10 Jul 2018
Tracking Emerges by Colorizing Videos Carl Vondrick Abhinav Shrivastava Alireza Fathi S. Guadarrama Kevin Patrick Murphy 73 376 0 25 Jun 2018
Self-supervised Learning for Dense Depth Estimation in Monocular Endoscopy Xingtong Liu Ayushi Sinha Mathias Unberath M. Ishii Gregory Hager Russell H. Taylor A. Reiter MDE 98 53 0 25 Jun 2018
Improving Cytoarchitectonic Segmentation of Human Brain Areas with Self-supervised Siamese Networks H. Spitzer Kai Kiwitz Katrin Amunts Stefan Harmeling Timo Dickscheid 38 81 0 13 Jun 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 215 3,272 0 21 Mar 2018
Non-Rigid Image Registration Using Self-Supervised Fully Convolutional Networks without Training Data Hongming Li Yong-Xian Fan MedIm 40 154 0 11 Jan 2018
Deep Lesion Graphs in the Wild: Relationship Learning and Organization of Significant Radiology Image Findings in a Diverse Large-scale Lesion Database Ke Yan Xiaosong Wang Le Lu Ling Zhang Adam P. Harrison M. Bagheri Ronald M. Summers MedIm 61 144 0 28 Nov 2017
Exploiting the potential of unlabeled endoscopic video data with self-supervised learning T. Ross David Zimmerer A. Vemuri Fabian Isensee Manuel Wiesenfarth ... H. Kenngott Stefanie Speidel Annette Kopp-Schneider Klaus Maier-Hein Lena Maier-Hein MedIm SSL 57 132 0 27 Nov 2017
CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning Pranav Rajpurkar Jeremy Irvin Kaylie Zhu Brandon Yang Hershel Mehta ... Aarti Bagul C. Langlotz K. Shpanskaya M. Lungren A. Ng LM&MA 73 2,691 0 14 Nov 2017
Self-Supervised Learning for Spinal MRIs A. Jamaludin T. Kadir Andrew Zisserman SSL 54 77 0 01 Aug 2017
Self-Supervised Siamese Learning on Stereo Image Pairs for Depth Estimation in Robotic Surgery Menglong Ye Edward Johns Ankur Handa Lin Zhang P. Pratt Guang-Zhong Yang 46 104 0 17 May 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 132 2,495 0 05 May 2017
Pose from Action: Unsupervised Learning of Pose Features based on Motion Senthil Purushwalkam Abhinav Gupta SSL 51 23 0 18 Sep 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 685 36,599 0 25 Aug 2016
Conditional Image Generation with PixelCNN Decoders Aaron van den Oord Nal Kalchbrenner Oriol Vinyals L. Espeholt Alex Graves Koray Kavukcuoglu VLM 155 2,495 0 16 Jun 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 58 5,277 0 25 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 145 2,973 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 120 3,527 0 28 Mar 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 419 2,563 0 25 Jan 2016
Parallel Multi-Dimensional LSTM, With Application to Fast Biomedical Volumetric Image Segmentation Marijn F. Stollenga Wonmin Byeon Marcus Liwicki Jürgen Schmidhuber 61 295 0 24 Jun 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 164 2,777 0 19 May 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.4K 76,547 0 18 May 2015
Dense Optical Flow Prediction from a Static Image Jacob Walker Abhinav Gupta M. Hebert 71 210 0 02 May 2015
Anticipating Visual Representations from Unlabeled Video Carl Vondrick Hamed Pirsiavash Antonio Torralba 63 145 0 29 Apr 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 314 13,079 0 12 Mar 2015