Transfer Learning or Self-supervised Learning? A Tale of Two Pretraining
Paradigms

Transfer Learning or Self-supervised Learning? A Tale of Two Pretraining Paradigms

19 June 2020

Shanghang Zhang

Papers citing "Transfer Learning or Self-supervised Learning? A Tale of Two Pretraining Paradigms"

17 / 17 papers shown

Title
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan Yuille Zongwei Zhou MedIm 126 10 0 20 Jan 2025
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail Mustansar Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 209 4 0 30 Aug 2024
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 50 137 0 31 Mar 2020
COVID-CT-Dataset: A CT Scan Dataset about COVID-19 Xingyi Yang Xuehai He Jinyu Zhao Yichen Zhang Shanghang Zhang P. Xie 83 846 0 30 Mar 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 364 18,752 0 13 Feb 2020
Probing the State of the Art: A Critical Look at Visual Representation Evaluation Cinjon Resnick Zeping Zhan Joan Bruna AI4TS 42 12 0 30 Nov 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
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark Xiaohua Zhai J. Puigcerver Alexander Kolesnikov P. Ruyssen C. Riquelme ... Michael Tschannen Marcin Michalski Olivier Bousquet Sylvain Gelly N. Houlsby SSL 81 439 0 01 Oct 2019
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 252 3,288 0 21 Mar 2018
Improvements to context based self-supervised learning T. N. Mundhenk Daniel E. Ho Barry Y. Chen SSL 49 120 0 17 Nov 2017
Multi-task Self-Supervised Visual Learning Carl Doersch Andrew Zisserman SSL 78 631 0 25 Aug 2017
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 67 5,293 0 25 Apr 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 127 3,529 0 28 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,878 0 10 Dec 2015
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 375 9,486 0 28 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,039 0 22 Dec 2014