Unsupervised Learning of Visual Features by Contrasting Cluster Assignments

17 June 2020

Papers citing "Unsupervised Learning of Visual Features by Contrasting Cluster Assignments"

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Title
Self-supervised Remote Sensing Images Change Detection at Pixel-level Yuxing Chen Lorenzo Bruzzone SSL 90 18 0 18 May 2021
Towards Unsupervised Sketch-based Image Retrieval Conghui Hu Yongxin Yang Yunpeng Li Timothy M. Hospedales Yi-Zhe Song 40 5 0 18 May 2021
Divide and Contrast: Self-supervised Learning from Uncurated Data Yonglong Tian Olivier J. Hénaff Aaron van den Oord SSL 96 97 0 17 May 2021
Semi-supervised Contrastive Learning with Similarity Co-calibration Yuhang Zhang Xiaopeng Zhang Robert C. Qiu Jie Li Haohang Xu Qi Tian SSL 33 60 0 16 May 2021
Mean Shift for Self-Supervised Learning Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 44 93 0 15 May 2021
Contrastive Learning of Image Representations with Cross-Video Cycle-Consistency Haiping Wu Xiaolong Wang SSL 34 31 0 13 May 2021
Breaking Shortcut: Exploring Fully Convolutional Cycle-Consistency for Video Correspondence Learning Yansong Tang Zhenyu Jiang Zhenda Xie Yue Cao Zheng Zhang Philip Torr Han Hu 68 5 0 12 May 2021
When Does Contrastive Visual Representation Learning Work? Elijah Cole Xuan S. Yang Kimberly Wilber Oisin Mac Aodha Serge Belongie SSL 64 124 0 12 May 2021
PoseContrast: Class-Agnostic Object Viewpoint Estimation in the Wild with Pose-Aware Contrastive Learning Yang Xiao Yuming Du Renaud Marlet SSL 44 23 0 12 May 2021
WildGait: Learning Gait Representations from Raw Surveillance Streams Adrian Cosma I. Radoi CVBM 94 16 0 12 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 115 917 0 11 May 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 57 12 0 08 May 2021
Diffusion Mechanism in Residual Neural Network: Theory and Applications Tangjun Wang Zehao Dou Chenglong Bao Zuoqiang Shi DiffM 49 7 0 07 May 2021
Motion-Augmented Self-Training for Video Recognition at Smaller Scale Kirill Gavrilyuk Mihir Jain I. Karmanov Cees G. M. Snoek 28 21 0 04 May 2021
Representation Learning for Clustering via Building Consensus A. Deshmukh Jayanth Reddy Regatti Eren Manavoglu Ürün Dogan SSL 26 9 0 04 May 2021
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 158 192 0 02 May 2021
Hyperspherically Regularized Networks for Self-Supervision A. Durrant Georgios Leontidis SSL 91 7 0 29 Apr 2021
A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning Christoph Feichtenhofer Haoqi Fan Bo Xiong Ross B. Girshick Kaiming He SSL AI4TS 76 258 0 29 Apr 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 219 465 0 29 Apr 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 587 5,920 0 29 Apr 2021
Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Armand Joulin Nicolas Ballas Michael G. Rabbat SSL 45 147 0 28 Apr 2021
Self-supervised Spatial Reasoning on Multi-View Line Drawings Siyuan Xiang Anbang Yang Yanfei Xue Yaoqing Yang Chen Feng SSL 3DPC 49 1 0 27 Apr 2021
Multimodal Clustering Networks for Self-supervised Learning from Unlabeled Videos Brian Chen Andrew Rouditchenko Kevin Duarte Hilde Kuehne Samuel Thomas ... Rogerio Feris David Harwath James R. Glass M. Picheny Shih-Fu Chang SSL 39 89 0 26 Apr 2021
How Well Does Self-Supervised Pre-Training Perform with Streaming Data? Dapeng Hu Shipeng Yan Qizhengqiu Lu Lanqing Hong Hailin Hu Yifan Zhang Zhenguo Li Xinchao Wang Jiashi Feng 65 29 0 25 Apr 2021
Pri3D: Can 3D Priors Help 2D Representation Learning? Ji Hou Saining Xie Benjamin Graham Angela Dai Matthias Nießner SSL 3DPC MDE 99 80 0 22 Apr 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 274 581 0 22 Apr 2021
Distill on the Go: Online knowledge distillation in self-supervised learning Prashant Shivaram Bhat Elahe Arani Bahram Zonooz SSL 47 28 0 20 Apr 2021
A Framework using Contrastive Learning for Classification with Noisy Labels Madalina Ciortan R. Dupuis Thomas Peel VLM NoLa 23 12 0 19 Apr 2021
DisCo: Remedy Self-supervised Learning on Lightweight Models with Distilled Contrastive Learning Yuting Gao Jia-Xin Zhuang Xiaowei Guo Hao Cheng Xing Sun Ke Li Feiyue Huang 67 40 0 19 Apr 2021
Solving Inefficiency of Self-supervised Representation Learning Guangrun Wang Keze Wang Guangcong Wang Philip Torr Liang Lin SSL 26 58 0 18 Apr 2021
Exploring Visual Engagement Signals for Representation Learning Menglin Jia Zuxuan Wu A. Reiter Claire Cardie Serge Belongie Ser-Nam Lim 36 13 0 15 Apr 2021
Contrastive Learning with Stronger Augmentations Tianlin Li Guo-Jun Qi CLL 79 224 0 15 Apr 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 53 111 0 14 Apr 2021
Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling Sebastian Hofstatter Sheng-Chieh Lin Jheng-Hong Yang Jimmy J. Lin Allan Hanbury VLM 50 395 0 14 Apr 2021
Towards Fine-grained Visual Representations by Combining Contrastive Learning with Image Reconstruction and Attention-weighted Pooling Jonas Dippel Steffen Vogler Johannes Höhne 63 21 0 09 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 59 139 0 08 Apr 2021
Contrastive Learning of Global-Local Video Representations Shuang Ma Zhaoyang Zeng Daniel J. McDuff Yale Song SSL 44 7 0 07 Apr 2021
Self-Supervised Learning for Gastritis Detection with Gastric X-ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama 43 11 0 07 Apr 2021
Achieving Domain Generalization in Underwater Object Detection by Domain Mixup and Contrastive Learning Yang Chen Pinhao Song Hong Liu Linhui Dai Xiaochuan Zhang Runwei Ding Shengquan Li 65 42 0 06 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 129 1,837 0 05 Apr 2021
AAformer: Auto-Aligned Transformer for Person Re-Identification Kuan Zhu Haiyun Guo Shiliang Zhang Yaowei Wang Jing Liu Jinqiao Wang Ming Tang ViT 56 113 0 02 Apr 2021
Self-supervised Video Representation Learning by Context and Motion Decoupling Lianghua Huang Yu Liu Bin Wang Pan Pan Yinghui Xu Rong Jin SSL 54 51 0 02 Apr 2021
Graph-Based Intercategory and Intermodality Network for Multilabel Classification and Melanoma Diagnosis of Skin Lesions in Dermoscopy and Clinical Images Xiaohang Fu Lei Bi Ashnil Kumar M. Fulham Jinman Kim 42 2 0 01 Apr 2021
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity Perspective Jiarui Xu Xiaolong Wang VOS 110 92 0 31 Mar 2021
Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation Xiangyu Yue Zangwei Zheng Shanghang Zhang Yang Gao Trevor Darrell Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 53 152 0 31 Mar 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data Oscar Manas Alexandre Lacoste Xavier Giró-i-Nieto David Vazquez Pau Rodríguez López 55 263 0 30 Mar 2021
Broaden Your Views for Self-Supervised Video Learning Adrià Recasens Pauline Luc Jean-Baptiste Alayrac Luyu Wang Ross Hemsley ... Florent Altché M. Valko Jean-Bastien Grill Aaron van den Oord Andrew Zisserman SSL AI4TS 68 127 0 30 Mar 2021
Pre-training strategies and datasets for facial representation learning Adrian Bulat Shiyang Cheng Jing Yang A. Garbett Enrique Sanchez Georgios Tzimiropoulos CVBM SSL 31 36 0 30 Mar 2021
Benchmarking Representation Learning for Natural World Image Collections Grant Van Horn Elijah Cole Sara Beery Kimberly Wilber Serge J. Belongie Oisin Mac Aodha SSL VLM 49 170 0 30 Mar 2021
Robust Audio-Visual Instance Discrimination Pedro Morgado Ishan Misra Nuno Vasconcelos SSL 67 110 0 29 Mar 2021