Beyond Instance Discrimination: Relation-aware Contrastive Self-supervised Learning

2 November 2022

Papers citing "Beyond Instance Discrimination: Relation-aware Contrastive Self-supervised Learning"

50 / 90 papers shown

Title
Deformable Attentive Visual Enhancement for Referring Segmentation Using Vision-Language Model Alaa Dalaq Muzammil Behzad VLM 174 0 0 25 May 2025
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 92 31 0 21 Dec 2022
MixGen: A New Multi-Modal Data Augmentation Xiaoshuai Hao Yi Zhu Srikar Appalaraju Aston Zhang Wanqian Zhang Boyang Li Mu Li VLM 92 89 0 16 Jun 2022
STEMM: Self-learning with Speech-text Manifold Mixup for Speech Translation Qingkai Fang Rong Ye Lei Li Yang Feng Mingxuan Wang 99 100 0 20 Mar 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 73 105 0 07 Feb 2022
HCSC: Hierarchical Contrastive Selective Coding Yuanfan Guo Minghao Xu Jiawen Li Bingbing Ni Xuanyu Zhu Zhenbang Sun Yi Tian Xu 67 73 0 01 Feb 2022
Dense Semantic Contrast for Self-Supervised Visual Representation Learning Xiaoni Li Yu Zhou Yifei Zhang Aoting Zhang Wei Wang Ning Jiang Haiying Wu Weiping Wang SSL 56 41 0 16 Sep 2021
Temporal Knowledge Consistency for Unsupervised Visual Representation Learning Wei Feng Yuanjiang Wang Lihua Ma Ye Yuan Chi Zhang SSL 50 13 0 24 Aug 2021
Self-Supervised Visual Representations Learning by Contrastive Mask Prediction Yucheng Zhao Guangting Wang Chong Luo Wenjun Zeng Zhengjun Zha ISeg SSL 81 46 0 18 Aug 2021
Improving Contrastive Learning by Visualizing Feature Transformation Rui Zhu Bingchen Zhao Jingen Liu Zhenglong Sun Chen Chen SSL 163 79 0 06 Aug 2021
Instance Similarity Learning for Unsupervised Feature Representation Ziwei Wang Yunsong Wang Ziyi Wu Jiwen Lu Jie Zhou GAN 49 8 0 05 Aug 2021
ReSSL: Relational Self-Supervised Learning with Weak Augmentation Mingkai Zheng Shan You Fei Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 54 114 0 20 Jul 2021
SSMix: Saliency-Based Span Mixup for Text Classification Soyoung Yoon Gyuwan Kim Kyumin Park 67 71 0 15 Jun 2021
Progressive Stage-wise Learning for Unsupervised Feature Representation Enhancement Zefan Li Chenxi Liu Alan Yuille Bingbing Ni Wenjun Zhang Wen Gao SSL 60 5 0 10 Jun 2021
Semi-supervised Contrastive Learning with Similarity Co-calibration Yuhang Zhang Xiaopeng Zhang Robert C. Qiu Jie Li Haohang Xu Qi Tian SSL 43 61 0 16 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 153 945 0 11 May 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 244 467 0 29 Apr 2021
Multimodal Contrastive Training for Visual Representation Learning Xin Yuan Zhe Lin Jason Kuen Jianming Zhang Yilin Wang Michael Maire Ajinkya Kale Baldo Faieta SSL 71 154 0 26 Apr 2021
Contrastive Learning with Stronger Augmentations Tianlin Li Guo-Jun Qi CLL 117 225 0 15 Apr 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning Pengguang Chen Shu Liu Jiaya Jia SSL VLM 76 55 0 01 Apr 2021
A Comprehensive Survey of Scene Graphs: Generation and Application Xiaojun Chang Pengzhen Ren Pengfei Xu Zhihui Li Xiaojiang Chen Alexander G. Hauptmann 3DV 98 235 0 17 Mar 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 347 2,366 0 04 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.0K 29,926 0 26 Feb 2021
DetCo: Unsupervised Contrastive Learning for Object Detection Enze Xie Jian Ding Wenhai Wang Xiaohang Zhan Hang Xu Peize Sun Zhenguo Li Ping Luo 77 323 0 09 Feb 2021
SEED: Self-supervised Distillation For Visual Representation Zhiyuan Fang Jianfeng Wang Lijuan Wang Lei Zhang Yezhou Yang Zicheng Liu SSL 301 194 0 12 Jan 2021
ISD: Self-Supervised Learning by Iterative Similarity Distillation Ajinkya Tejankar Soroush Abbasi Koohpayegani Vipin Pillai Paolo Favaro Hamed Pirsiavash SSL 57 44 0 16 Dec 2020
Understanding the Behaviour of Contrastive Loss Feng Wang Huaping Liu SSL 109 692 0 15 Dec 2020
VideoMix: Rethinking Data Augmentation for Video Classification Sangdoo Yun Seong Joon Oh Byeongho Heo Dongyoon Han Jinhyung Kim 428 75 0 07 Dec 2020
How Well Do Self-Supervised Models Transfer? Linus Ericsson Henry Gouk Timothy M. Hospedales SSL 118 278 0 26 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 258 4,076 0 20 Nov 2020
Heterogeneous Contrastive Learning: Encoding Spatial Information for Compact Visual Representations Xinyue Huo Lingxi Xie Longhui Wei Xiaopeng Zhang Hao Li Zijie Yang Wen-gang Zhou Houqiang Li Qi Tian SSL 63 13 0 19 Nov 2020
AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries Q. Hu Tianlin Li Wei Hu Guo-Jun Qi SSL 78 153 0 17 Nov 2020
MixCo: Mix-up Contrastive Learning for Visual Representation Sungnyun Kim Gihun Lee Sangmin Bae Seyoung Yun SSL 159 81 0 13 Oct 2020
Unsupervised Representation Learning by InvariancePropagation Feng Wang Huaping Liu Di Guo F. Sun SSL 90 32 0 07 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 85 63 0 05 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 138 646 0 02 Oct 2020
Parametric Instance Classification for Unsupervised Visual Feature Learning Yue Cao Zhenda Xie B. Liu Yutong Lin Zheng Zhang Han Hu VLM 73 61 0 25 Jun 2020
Video Playback Rate Perception for Self-supervisedSpatio-Temporal Representation Learning Yuan Yao Chang-rui Liu Dezhao Luo Yu Zhou QiXiang Ye 63 170 0 20 Jun 2020
Online Deep Clustering for Unsupervised Representation Learning Xiaohang Zhan Jiahao Xie Ziwei Liu Yew-Soon Ong Chen Change Loy OOD 102 187 0 18 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 276 4,101 0 17 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 403 6,844 0 13 Jun 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 118 1,337 0 20 May 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 164 1,860 0 20 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 139 976 0 11 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 180 4,580 0 23 Apr 2020
Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning Zhiqiang Shen Zechun Liu Zhuang Liu Marios Savvides Trevor Darrell Eric P. Xing OCL SSL 75 103 0 11 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 505 3,444 0 09 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 390 18,897 0 13 Feb 2020
Video Cloze Procedure for Self-Supervised Spatio-Temporal Learning Dezhao Luo Chang-rui Liu Yu Zhou Dongbao Yang Can Ma QiXiang Ye Weiping Wang SSL 71 162 0 02 Jan 2020
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 108 1,458 0 04 Dec 2019