Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance with Expanded Views

1 June 2022

Papers citing "Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance with Expanded Views"

11 / 11 papers shown

Title
Evolved Hierarchical Masking for Self-Supervised Learning Zhanzhou Feng Shiliang Zhang 49 0 0 12 Apr 2025
Beyond Self-Consistency: Loss-Balanced Perturbation-Based Regularization Improves Industrial-Scale Ads Ranking Ilqar Ramazanli Hamid Eghbalzadeh Xiaoyi Liu Yang Wang Jiaxiang Fu Kaushik Rangadurai Sem Park Bo Long Xue Feng 51 0 0 05 Feb 2025
InfoNCE: Identifying the Gap Between Theory and Practice E. Rusak Patrik Reizinger Attila Juhos Oliver Bringmann Roland S. Zimmermann Wieland Brendel 35 5 0 28 Jun 2024
LeOCLR: Leveraging Original Images for Contrastive Learning of Visual Representations Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong 63 2 0 11 Mar 2024
Self-supervised Learning of Dense Hierarchical Representations for Medical Image Segmentation Eytan Kats Jochen G. Hirsch Mattias P. Heinrich SSL 24 0 0 12 Jan 2024
Personalization of Stress Mobile Sensing using Self-Supervised Learning Tanvir Islam Peter Washington 24 6 0 04 Aug 2023
Contrastive Learning with Consistent Representations Zihu Wang Yu Wang Hanbin Hu Peng Li CLL 29 5 0 03 Feb 2023
Leveraging the Third Dimension in Contrastive Learning Sumukh K Aithal Anirudh Goyal Alex Lamb Yoshua Bengio Michael C. Mozer MDE 31 0 0 27 Jan 2023
Hierarchical Consistent Contrastive Learning for Skeleton-Based Action Recognition with Growing Augmentations Jiahang Zhang Lilang Lin Jiaying Liu 18 46 0 24 Nov 2022
A Comprehensive Survey of Data Augmentation in Visual Reinforcement Learning Guozheng Ma Zhen Wang Zhecheng Yuan Xueqian Wang Bo Yuan Dacheng Tao OffRL 35 26 0 10 Oct 2022
Understanding self-supervised Learning Dynamics without Contrastive Pairs Yuandong Tian Xinlei Chen Surya Ganguli SSL 138 281 0 12 Feb 2021