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With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations

29 April 2021

Papers citing "With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations"

50 / 282 papers shown

Title
Measuring the Interpretability of Unsupervised Representations via Quantized Reverse Probing Iro Laina Yuki M. Asano Andrea Vedaldi SSL 69 8 0 07 Sep 2022
Self-Supervised Pyramid Representation Learning for Multi-Label Visual Analysis and Beyond Cheng-Yen Hsieh Chih-Jung Chang Fu-En Yang Yu-Chiang Frank Wang SSL 72 8 0 30 Aug 2022
Matching Multiple Perspectives for Efficient Representation Learning Omiros Pantazis M. Salvaris SSL 64 0 0 16 Aug 2022
Enhancing Graph Contrastive Learning with Node Similarity Hongliang Chi Yao Ma SSL 57 3 0 13 Aug 2022
Representation learning for a generalized, quantitative comparison of complex model outputs Colin G. Cess Stacey D. Finley 57 2 0 12 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 98 10 0 12 Aug 2022
OpenCon: Open-world Contrastive Learning Yiyou Sun Yixuan Li VLM SSL DRL 136 42 0 04 Aug 2022
Adaptive Soft Contrastive Learning Chen Feng Ioannis Patras SSL 83 20 0 22 Jul 2022
Contrastive Self-Supervised Learning Leads to Higher Adversarial Susceptibility Rohit Gupta Naveed Akhtar Ajmal Mian M. Shah AAML SSL 60 5 0 22 Jul 2022
Action-based Contrastive Learning for Trajectory Prediction Marah Halawa Olaf Hellwich Pia Bideau 64 33 0 18 Jul 2022
Fast-MoCo: Boost Momentum-based Contrastive Learning with Combinatorial Patches Yuanzheng Ci Chen Lin Lei Bai Wanli Ouyang SSL 74 26 0 17 Jul 2022
Model-Aware Contrastive Learning: Towards Escaping the Dilemmas Zizheng Huang Haoxing Chen Ziqi Wen Chao Zhang Huaxiong Li Bojuan Wang Chunlin Chen 62 10 0 16 Jul 2022
Unsupervised Visual Representation Learning by Synchronous Momentum Grouping Bo Pang Yifan Zhang Yaoyi Li Jia Cai Cewu Lu SSL 65 28 0 13 Jul 2022
Dual Contrastive Learning for Spatio-temporal Representation Shuangrui Ding Rui Qian H. Xiong AI4TS SSL 63 23 0 12 Jul 2022
Test-Time Adaptation via Self-Training with Nearest Neighbor Information M-U Jang Sae-Young Chung Hye Won Chung OOD TTA 94 63 0 08 Jul 2022
ProtoCLIP: Prototypical Contrastive Language Image Pretraining Delong Chen Zhao Wu Fan Liu Zaiquan Yang Huaxi Huang Ying Tan Erjin Zhou VLM CLIP 86 28 0 22 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 105 47 0 13 Jun 2022
SERE: Exploring Feature Self-relation for Self-supervised Transformer Zhong-Yu Li Shanghua Gao Ming-Ming Cheng ViT MDE 92 14 0 10 Jun 2022
Spatial Entropy as an Inductive Bias for Vision Transformers E. Peruzzo E. Sangineto Yahui Liu Marco De Nadai Wei Bi Bruno Lepri N. Sebe ViT MDE 102 2 0 09 Jun 2022
Integrating Prior Knowledge in Contrastive Learning with Kernel Benoit Dufumier C. Barbano Robin Louiset Edouard Duchesnay Pietro Gori SSL 71 8 0 03 Jun 2022
Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps Lu Han Han-Jia Ye De-Chuan Zhan 78 4 0 01 Jun 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng Xinming Zhang Xiaojuan Qi SSL 215 74 0 30 May 2022
Contrastive and Non-Contrastive Self-Supervised Learning Recover Global and Local Spectral Embedding Methods Randall Balestriero Yann LeCun SSL 112 135 0 23 May 2022
Toward a Geometrical Understanding of Self-supervised Contrastive Learning Romain Cosentino Anirvan M. Sengupta Salman Avestimehr Mahdi Soltanolkotabi Antonio Ortega Ted Willke Mariano Tepper SSL 78 17 0 13 May 2022
Attracting and Dispersing: A Simple Approach for Source-free Domain Adaptation Shiqi Yang Yaxing Wang Kai Wang Shangling Jui Joost van de Weijer 73 142 0 09 May 2022
Self-Taught Metric Learning without Labels Sungyeon Kim Dongwon Kim Minsu Cho Suha Kwak SSL 105 21 0 04 May 2022
Less than Few: Self-Shot Video Instance Segmentation Pengwan Yang Yuki M. Asano Pascal Mettes Cees G. M. Snoek SSL 79 2 0 19 Apr 2022
Speech Sequence Embeddings using Nearest Neighbors Contrastive Learning Algayres Robin Adel Nabli Benoît Sagot Emmanuel Dupoux SSL 79 8 0 11 Apr 2022
Representation Learning by Detecting Incorrect Location Embeddings Sepehr Sameni Simon Jenni Paolo Favaro ViT 52 5 0 10 Apr 2022
Self-supervised learning -- A way to minimize time and effort for precision agriculture? Michael Marszalek Bertrand Le Saux P. Mathieu A. Nowakowski Daniel Springer 43 7 0 05 Apr 2022
WildNet: Learning Domain Generalized Semantic Segmentation from the Wild Suhyeon Lee Hongje Seong Seongwon Lee Euntai Kim 119 95 0 04 Apr 2022
Revisiting a kNN-based Image Classification System with High-capacity Storage K. Nakata Youyang Ng Daisuke Miyashita A. Maki Yu Lin J. Deguchi 90 26 0 03 Apr 2022
On the Importance of Asymmetry for Siamese Representation Learning Tianlin Li Haoqi Fan Yuandong Tian Daisuke Kihara Xinlei Chen SSL 108 52 0 01 Apr 2022
CaCo: Both Positive and Negative Samples are Directly Learnable via Cooperative-adversarial Contrastive Learning Tianlin Li Yuhang Huang Dan Zeng Guo-Jun Qi SSL 52 18 0 27 Mar 2022
Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu L. Chen Huansheng Ning Yaping Wan SSL HAI 58 33 0 23 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 106 89 0 16 Mar 2022
Weak Augmentation Guided Relational Self-Supervised Learning Mingkai Zheng Shan You Fei Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 74 5 0 16 Mar 2022
SimMatch: Semi-supervised Learning with Similarity Matching Mingkai Zheng Shan You Lang Huang Fei Wang Chao Qian Chang Xu 104 183 0 14 Mar 2022
MetAug: Contrastive Learning via Meta Feature Augmentation Jiangmeng Li Jingyao Wang Changwen Zheng Fuchun Sun Hui Xiong 94 24 0 10 Mar 2022
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features Neha Kalibhat Kanika Narang Hamed Firooz Maziar Sanjabi Soheil Feizi SSL 126 8 0 03 Mar 2022
Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance Zhuoning Yuan Yuexin Wu Zi-qi Qiu Xianzhi Du Lijun Zhang Denny Zhou Tianbao Yang 133 30 0 24 Feb 2022
Movies2Scenes: Using Movie Metadata to Learn Scene Representation Shixing Chen Chundi Liu Xiang Hao Xiaohan Nie Maxim Arap Raffay Hamid 58 17 0 22 Feb 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 95 92 0 22 Feb 2022
What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? Hangwei Qian Tian Tian Chunyan Miao SSL 85 54 0 12 Feb 2022
Point-Level Region Contrast for Object Detection Pre-Training Yutong Bai Xinlei Chen Alexander Kirillov Alan Yuille Alexander C. Berg 3DPC 82 51 0 09 Feb 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 76 105 0 07 Feb 2022
Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning Daniel T. Chang CLL BDL SSL 8 3 0 05 Feb 2022
HCSC: Hierarchical Contrastive Selective Coding Yuanfan Guo Minghao Xu Jiawen Li Bingbing Ni Xuanyu Zhu Zhenbang Sun Yi Tian Xu 73 73 0 01 Feb 2022
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? Nenad Tomašev Ioana Bica Brian McWilliams Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL 170 83 0 13 Jan 2022
A Fistful of Words: Learning Transferable Visual Models from Bag-of-Words Supervision Ajinkya Tejankar Maziar Sanjabi Bichen Wu Saining Xie Madian Khabsa Hamed Pirsiavash Hamed Firooz VLM 103 18 0 27 Dec 2021