Constructive Assimilation: Boosting Contrastive Learning Performance
through View Generation Strategies

Constructive Assimilation: Boosting Contrastive Learning Performance through View Generation Strategies

2 April 2023

Shivchander Sudalairaj

Rumen Dangovski

Dimitris N. Metaxas

Leonid Karlinsky

Akash Srivastava

Papers citing "Constructive Assimilation: Boosting Contrastive Learning Performance through View Generation Strategies"

6 / 6 papers shown

Title
GenView: Enhancing View Quality with Pretrained Generative Model for Self-Supervised Learning Xiaojie Li Yibo Yang Xiangtai Li Jianlong Wu Yue Yu Bernard Ghanem Min Zhang SSL 32 6 0 18 Mar 2024
Adversarial Masking for Self-Supervised Learning Yuge Shi N. Siddharth Philip H. S. Torr Adam R. Kosiorek SSL 46 82 0 31 Jan 2022
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 303 5,761 0 29 Apr 2021
Contrastive Learning Inverts the Data Generating Process Roland S. Zimmermann Yash Sharma Steffen Schneider Matthias Bethge Wieland Brendel SSL 236 207 0 17 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,367 0 09 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,344 0 12 Dec 2018