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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
All4One: Symbiotic Neighbour Contrastive Learning via Self-Attention and Redundancy Reduction Imanol G. Estepa Ignacio Sarasúa Bhalaji Nagarajan Petia Radeva SSL 86 8 0 16 Mar 2023
Nearest-Neighbor Inter-Intra Contrastive Learning from Unlabeled Videos D. Fan De-Yun Yang Xinyu Li Vimal Bhat M. Rohith SSL 44 1 0 13 Mar 2023
Robust Contrastive Language-Image Pre-training against Data Poisoning and Backdoor Attacks Wenhan Yang Jingdong Gao Baharan Mirzasoleiman VLM 169 20 0 13 Mar 2023
Distortion-Disentangled Contrastive Learning Jinfeng Wang Sifan Song Jionglong Su S. Kevin Zhou SSL 104 5 0 09 Mar 2023
Learning Efficient Coding of Natural Images with Maximum Manifold Capacity Representations T. Yerxa Yilun Kuang Eero P. Simoncelli SueYeon Chung 51 0 0 06 Mar 2023
Towards Democratizing Joint-Embedding Self-Supervised Learning Florian Bordes Randall Balestriero Pascal Vincent 85 21 0 03 Mar 2023
Learning Common Rationale to Improve Self-Supervised Representation for Fine-Grained Visual Recognition Problems Yangyang Shu Anton Van Den Hengel Lingqiao Liu SSL 68 15 0 03 Mar 2023
Evolutionary Augmentation Policy Optimization for Self-supervised Learning Noah Barrett Zahra Sadeghi Stan Matwin 52 3 0 02 Mar 2023
The Trade-off between Universality and Label Efficiency of Representations from Contrastive Learning Zhenmei Shi Jiefeng Chen Kunyang Li Jayaram Raghuram Xi Wu Yingyu Liang S. Jha SSL 71 20 0 28 Feb 2023
Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations Ziyu Jiang Yinpeng Chen Mengchen Liu Dongdong Chen Xiyang Dai Lu Yuan Zicheng Liu Zhangyang Wang SSL VLM CLIP 102 17 0 27 Feb 2023
Learning Visual Representations via Language-Guided Sampling Mohamed El Banani Karan Desai Justin Johnson SSL VLM 103 28 0 23 Feb 2023
Saliency Guided Contrastive Learning on Scene Images Meilin Chen Yizhou Wang Shixiang Tang Feng Zhu Haiyang Yang Lei Bai Rui Zhao Donglian Qi Wanli Ouyang SSL 68 1 0 22 Feb 2023
Audio-Visual Contrastive Learning with Temporal Self-Supervision Simon Jenni Alexander Black John Collomosse SSL 77 16 0 15 Feb 2023
Q-Match: Self-Supervised Learning by Matching Distributions Induced by a Queue Thomas Mulc Debidatta Dwibedi SSL 28 0 0 10 Feb 2023
Blockwise Self-Supervised Learning at Scale Shoaib Ahmed Siddiqui David M. Krueger Yann LeCun Stéphane Deny SSL 83 16 0 03 Feb 2023
Contrast and Clustering: Learning Neighborhood Pair Representation for Source-free Domain Adaptation Yuqi Chen Xiangbin Zhu Yonggang Li Yingjian Li H. Fang SSL 91 3 0 31 Jan 2023
Supervised and Contrastive Self-Supervised In-Domain Representation Learning for Dense Prediction Problems in Remote Sensing Ali Ghanbarzade Hossein Soleimani SSL 59 0 0 29 Jan 2023
A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends Jie Gui Tuo Chen Jing Zhang Qiong Cao Zhe Sun Haoran Luo Dacheng Tao 228 156 0 13 Jan 2023
SemPPL: Predicting pseudo-labels for better contrastive representations Matko Bovsnjak Pierre Harvey Richemond Nenad Tomašev Florian Strub Jacob Walker Felix Hill Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL VLM 101 9 0 12 Jan 2023
Learning by Sorting: Self-supervised Learning with Group Ordering Constraints Nina Shvetsova Felix Petersen Anna Kukleva Bernt Schiele Hilde Kuehne SSL 102 13 0 05 Jan 2023
Learning Decorrelated Representations Efficiently Using Fast Fourier Transform Yutaro Shigeto Masashi Shimbo Yuya Yoshikawa A. Takeuchi 32 0 0 04 Jan 2023
Understanding and Improving the Role of Projection Head in Self-Supervised Learning Kartik Gupta Thalaiyasingam Ajanthan Anton Van Den Hengel Stephen Gould SSL 68 43 0 22 Dec 2022
Similarity Contrastive Estimation for Image and Video Soft Contrastive Self-Supervised Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault SSL 87 6 0 21 Dec 2022
Randomized Quantization: A Generic Augmentation for Data Agnostic Self-supervised Learning Huimin Wu Chenyang Lei Xiao Sun Pengju Wang Qifeng Chen Kwang-Ting Cheng Stephen Lin Zhirong Wu MQ 76 5 0 19 Dec 2022
Semantics-Consistent Feature Search for Self-Supervised Visual Representation Learning Kaiyou Song Shanyi Zhang Zihao An Zimeng Luo Tongzhou Wang Jin Xie SSL 71 7 0 13 Dec 2022
PromptCAL: Contrastive Affinity Learning via Auxiliary Prompts for Generalized Novel Category Discovery Shengxiang Zhang Salman Khan Zhiqiang Shen Muzammal Naseer Guangyi Chen Fahad Shahbaz Khan CLL VLM 71 63 0 11 Dec 2022
Localized Contrastive Learning on Graphs Hengrui Zhang Qitian Wu Yu Wang Shaofeng Zhang Junchi Yan Philip S. Yu 83 12 0 08 Dec 2022
Semi-supervised binary classification with latent distance learning Imam Mustafa Kamal Hyerim Bae SSL 114 5 0 28 Nov 2022
Self-Supervised Visual Representation Learning via Residual Momentum T. Pham Axi Niu Zhang Kang Sultan Rizky Hikmawan Madjid Jiajing Hong Daehyeok Kim Joshua Tian Jin Tee Chang D. Yoo SSL 82 6 0 17 Nov 2022
Prompt Tuning for Parameter-efficient Medical Image Segmentation Marc Fischer Alexander Bartler Bin Yang SSeg 61 20 0 16 Nov 2022
Anomaly Detection via Multi-Scale Contrasted Memory Loic Jezequel Ngoc-Son Vu Jean Beaudet A. Histace 79 0 0 16 Nov 2022
Okapi: Generalising Better by Making Statistical Matches Match Myles Bartlett Sara Romiti V. Sharmanska Novi Quadrianto 78 3 0 07 Nov 2022
Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment Dong Lee Sung-Ik Choi Hyunwoo J. Kim Sae-Young Chung SSL 92 7 0 04 Nov 2022
Beyond Instance Discrimination: Relation-aware Contrastive Self-supervised Learning Yifei Zhang Chang-rui Liu Yu Zhou Weiping Wang QiXiang Ye Xiangyang Ji SSL ISeg BDL 72 7 0 02 Nov 2022
Self-Supervised Training of Speaker Encoder with Multi-Modal Diverse Positive Pairs Ruijie Tao Kong Aik Lee Rohan Kumar Das Ville Hautamaki Haizhou Li SSL 90 11 0 27 Oct 2022
Non-Contrastive Learning-based Behavioural Biometrics for Smart IoT Devices Oshan Jayawardena Fariza Rashid Suranga Seneviratne 36 1 0 24 Oct 2022
Adversarial Pretraining of Self-Supervised Deep Networks: Past, Present and Future Guo-Jun Qi M. Shah SSL 78 8 0 23 Oct 2022
Rethinking Rotation in Self-Supervised Contrastive Learning: Adaptive Positive or Negative Data Augmentation Atsuyuki Miyai Qing Yu Daiki Ikami Go Irie Kiyoharu Aizawa SSL 82 5 0 23 Oct 2022
Twin Contrastive Learning for Online Clustering Yunfan Li Mouxing Yang Dezhong Peng Taihao Li Jian-Tao Huang Xiaocui Peng 64 111 0 21 Oct 2022
Self-Supervised Learning via Maximum Entropy Coding Xin Liu Zhongdao Wang Yali Li Shengjin Wang SSL 130 43 0 20 Oct 2022
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning Kangning Liu Weicheng Zhu Yiqiu Shen Sheng Liu N. Razavian Krzysztof J. Geras C. Fernandez‐Granda SSL 83 25 0 17 Oct 2022
Self-Attention Message Passing for Contrastive Few-Shot Learning Ojas Kishorkumar Shirekar Ashutosh Kumar Singh Hadi Jamali Rad 82 6 0 12 Oct 2022
SVL-Adapter: Self-Supervised Adapter for Vision-Language Pretrained Models Omiros Pantazis Gabriel J. Brostow Kate E. Jones Oisin Mac Aodha VLM 82 42 0 07 Oct 2022
VICRegL: Self-Supervised Learning of Local Visual Features Adrien Bardes Jean Ponce Yann LeCun SSL 99 126 0 04 Oct 2022
Understanding Collapse in Non-Contrastive Siamese Representation Learning Alexander C. Li Alexei A. Efros Deepak Pathak SSL 94 35 0 29 Sep 2022
Joint Embedding Self-Supervised Learning in the Kernel Regime B. Kiani Randall Balestriero Yubei Chen S. Lloyd Yann LeCun SSL 115 14 0 29 Sep 2022
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels Chenyu You Weicheng Dai Fenglin Liu Yifei Min Haoran Su Xiaoran Zhang Xiaoxiao Li David Clifton Lawrence H. Staib James S. Duncan 145 53 0 27 Sep 2022
The Geometry of Self-supervised Learning Models and its Impact on Transfer Learning Romain Cosentino Sarath Shekkizhar Mahdi Soltanolkotabi A. Avestimehr Antonio Ortega SSL 89 7 0 18 Sep 2022
MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning Jiangmeng Li Jingyao Wang Yanan Zhang Wenyi Mo Changwen Zheng Fuchun Sun Hui Xiong SSL 112 14 0 16 Sep 2022
HistoPerm: A Permutation-Based View Generation Approach for Improving Histopathologic Feature Representation Learning Joseph DiPalma Lorenzo Torresani Saeed Hassanpour AI4TS MedIm 50 2 0 13 Sep 2022