What Should Not Be Contrastive in Contrastive Learning

13 August 2020

Papers citing "What Should Not Be Contrastive in Contrastive Learning"

30 / 80 papers shown

Title
Towards General and Efficient Active Learning Yichen Xie Masayoshi Tomizuka Wei Zhan VLM 35 10 0 15 Dec 2021
Time-Equivariant Contrastive Video Representation Learning Simon Jenni Hailin Jin SSL AI4TS 143 60 0 07 Dec 2021
The Augmented Image Prior: Distilling 1000 Classes by Extrapolating from a Single Image Yuki M. Asano Aaqib Saeed 43 7 0 01 Dec 2021
Distribution Estimation to Automate Transformation Policies for Self-Supervision Seunghan Yang Debasmit Das Simyung Chang Sungrack Yun Fatih Porikli 9 6 0 24 Nov 2021
Improving Transferability of Representations via Augmentation-Aware Self-Supervision Hankook Lee Kibok Lee Kimin Lee Honglak Lee Jinwoo Shin SSL 26 51 0 18 Nov 2021
Self-Supervised Learning Disentangled Group Representation as Feature Tan Wang Zhongqi Yue Jianqiang Huang Qianru Sun Hanwang Zhang OOD 36 67 0 28 Oct 2021
Graph Communal Contrastive Learning Bolian Li Baoyu Jing Hanghang Tong 31 57 0 28 Oct 2021
Robust Contrastive Learning Using Negative Samples with Diminished Semantics Songwei Ge Shlok Kumar Mishra Haohan Wang Chun-Liang Li David Jacobs SSL 24 71 0 27 Oct 2021
Constrained Mean Shift for Representation Learning Ajinkya Tejankar Soroush Abbasi Koohpayegani Hamed Pirsiavash SSL 45 0 0 19 Oct 2021
Surrogate- and invariance-boosted contrastive learning for data-scarce applications in science Charlotte Loh T. Christensen Rumen Dangovski Samuel Kim Marin Soljacic 32 16 0 15 Oct 2021
Cross-domain Semi-Supervised Audio Event Classification Using Contrastive Regularization Donmoon Lee Kyogu Lee 25 3 0 29 Sep 2021
MVCNet: Multiview Contrastive Network for Unsupervised Representation Learning for 3D CT Lesions Penghua Zhai Huaiwei Cong Gangming Zhao Chaowei Fang Jinpeng Li Ting Cai Huiguang He 24 10 0 17 Aug 2021
Improving Contrastive Learning by Visualizing Feature Transformation Rui Zhu Bingchen Zhao Jingen Liu Zhenglong Sun Chia-Ju Chen SSL 96 78 0 06 Aug 2021
A Low Rank Promoting Prior for Unsupervised Contrastive Learning Yu Wang Jingyang Lin Qi Cai Yingwei Pan Ting Yao Hongyang Chao Tao Mei SSL 35 16 0 05 Aug 2021
Enhancing Social Relation Inference with Concise Interaction Graph and Discriminative Scene Representation Xiaotian Yu Hanling Yi Yi Yu Ling Xing Shiliang Zhang Xiaoyu Wang GNN 34 0 0 30 Jul 2021
Do We Really Need to Learn Representations from In-domain Data for Outlier Detection? Zhisheng Xiao Qing Yan Y. Amit OOD UQCV 20 18 0 19 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 64 96 0 17 May 2021
Iterative Human and Automated Identification of Wildlife Images Zhongqi Miao Ziwei Liu Kaitlyn M. Gaynor M. Palmer Stella X. Yu W. Getz 30 46 0 05 May 2021
Composable Augmentation Encoding for Video Representation Learning Chen Sun Arsha Nagrani Yonglong Tian Cordelia Schmid SSL AI4TS 35 17 0 01 Apr 2021
Region Similarity Representation Learning Tete Xiao Colorado Reed Xiaolong Wang Kurt Keutzer Trevor Darrell VLM SSL 35 116 0 24 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 32 9 0 23 Mar 2021
Self-Supervised Pretraining Improves Self-Supervised Pretraining Colorado Reed Xiangyu Yue Aniruddha Nrusimha Sayna Ebrahimi Vivek Vijaykumar ... Shanghang Zhang Devin Guillory Sean L. Metzger Kurt Keutzer Trevor Darrell 25 105 0 23 Mar 2021
Deeply Unsupervised Patch Re-Identification for Pre-training Object Detectors Jian Ding Enze Xie Hang Xu Chenhan Jiang Zhenguo Li Ping Luo Guisong Xia 28 16 0 08 Mar 2021
Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction Mehdi Azabou M. G. Azar Ran Liu Chi-Heng Lin Erik C. Johnson ... Lindsey Kitchell Keith B. Hengen William R. Gray Roncal Michal Valko Eva L. Dyer AI4TS 35 56 0 19 Feb 2021
Self-supervised driven consistency training for annotation efficient histopathology image analysis C. Srinidhi Seung Wook Kim Fu-Der Chen Anne L. Martel SSL 21 109 0 07 Feb 2021
P4Contrast: Contrastive Learning with Pairs of Point-Pixel Pairs for RGB-D Scene Understanding Yunze Liu Li Yi Shanghang Zhang Qingnan Fan Thomas Funkhouser Hao Dong SSL 36 58 0 24 Dec 2020
A Survey on Contrastive Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh Debapriya Banerjee F. Makedon SSL 25 1,359 0 31 Oct 2020
Graph Contrastive Learning with Adaptive Augmentation Yanqiao Zhu Yichen Xu Feng Yu Qiang Liu Shu Wu Liang Wang 34 1,072 0 27 Oct 2020
Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL VLM 21 58 0 26 Aug 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 270 3,375 0 09 Mar 2020