Exploring Simple Siamese Representation Learning

20 November 2020

Papers citing "Exploring Simple Siamese Representation Learning"

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Title
ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation Transfer Yuanmeng Yan Rumei Li Sirui Wang Fuzheng Zhang Wei Wu Weiran Xu SSL 52 546 0 25 May 2021
Unsupervised Visual Representation Learning by Online Constrained K-Means Qi Qian Yuanhong Xu Juhua Hu Hao Li Rong Jin CML SSL 20 33 0 24 May 2021
Backdoor Attacks on Self-Supervised Learning Aniruddha Saha Ajinkya Tejankar Soroush Abbasi Koohpayegani Hamed Pirsiavash SSL AAML 27 101 0 21 May 2021
Multi-layer Perceptron Trainability Explained via Variability Yueyao Yu Yin Zhang 16 2 0 19 May 2021
Contrastive Model Inversion for Data-Free Knowledge Distillation Gongfan Fang Mingli Song Xinchao Wang Chen Shen Xingen Wang Xiuming Zhang 28 79 0 18 May 2021
Self-supervised Remote Sensing Images Change Detection at Pixel-level Yuxing Chen Lorenzo Bruzzone SSL 30 18 0 18 May 2021
Voxel-level Siamese Representation Learning for Abdominal Multi-Organ Segmentation Chae-Eun Lee Minyoung Chung Y. Shin DRL 43 9 0 17 May 2021
Mean Shift for Self-Supervised Learning Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash SSL 30 93 0 15 May 2021
Contrastive Learning of Image Representations with Cross-Video Cycle-Consistency Haiping Wu Xiaolong Wang SSL 30 31 0 13 May 2021
Bootstrapping User and Item Representations for One-Class Collaborative Filtering Dongha Lee SeongKu Kang Hyunjun Ju Chanyoung Park Hwanjo Yu 24 108 0 13 May 2021
When Does Contrastive Visual Representation Learning Work? Elijah Cole Xuan S. Yang Kimberly Wilber Oisin Mac Aodha Serge Belongie SSL 21 123 0 12 May 2021
Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning Ming Jin Yizhen Zheng Yuan-Fang Li Chen Gong Chuan Zhou Shirui Pan SSL 30 153 0 12 May 2021
Current State and Future Directions for Learning in Biological Recurrent Neural Networks: A Perspective Piece Luke Y. Prince Roy Henha Eyono E. Boven Arna Ghosh Joe Pemberton ... Rui Ponte Costa Wolfgang Maass Blake A. Richards Cristina Savin K. Wilmes CLL 13 3 0 12 May 2021
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning Adrien Bardes Jean Ponce Yann LeCun SSL DML 86 904 0 11 May 2021
ICON: Learning Regular Maps Through Inverse Consistency Hastings Greer Roland Kwitt François-Xavier Vialard Marc Niethammer 19 24 0 10 May 2021
SCTN: Sparse Convolution-Transformer Network for Scene Flow Estimation Bing Li Cheng Zheng Silvio Giancola Guohao Li ViT 3DPC 27 44 0 10 May 2021
CASA: Bridging the Gap between Policy Improvement and Policy Evaluation with Conflict Averse Policy Iteration Changnan Xiao Haosen Shi Jiajun Fan Shihong Deng Haiyan Yin 19 0 0 09 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 42 12 0 08 May 2021
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 133 187 0 02 May 2021
Hyperspherically Regularized Networks for Self-Supervision A. Durrant Georgios Leontidis SSL 75 7 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 191 457 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 368 5,811 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 29 147 0 28 Apr 2021
A Note on Connecting Barlow Twins with Negative-Sample-Free Contrastive Learning Yao-Hung Hubert Tsai Shaojie Bai Louis-Philippe Morency Ruslan Salakhutdinov SSL 26 38 0 28 Apr 2021
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank Inigo Alonso Alberto Sabater David Ferstl Luis Montesano Ana C. Murillo SSL CLL 131 203 0 27 Apr 2021
IB-DRR: Incremental Learning with Information-Back Discrete Representation Replay Jian Jiang Edoardo Cetin Oya Celiktutan 19 9 0 21 Apr 2021
Distill on the Go: Online knowledge distillation in self-supervised learning Prashant Shivaram Bhat Elahe Arani Bahram Zonooz SSL 22 28 0 20 Apr 2021
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Daehee Kim Seunghyun Park Jinkyu Kim Jaekoo Lee OOD SSL 77 264 0 20 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 54 40 0 19 Apr 2021
Solving Inefficiency of Self-supervised Representation Learning Guangrun Wang Keze Wang Guangcong Wang Philip Torr Liang Lin SSL 21 58 0 18 Apr 2021
Color Variants Identification in Fashion e-commerce via Contrastive Self-Supervised Representation Learning U. Dutta Sandeep Repakula Maulik Parmar Abhinav Ravi SSL 20 0 0 17 Apr 2021
Contrastive Learning with Stronger Augmentations Tianlin Li Guo-Jun Qi CLL 22 220 0 15 Apr 2021
Contrastive Context-Aware Learning for 3D High-Fidelity Mask Face Presentation Attack Detection Ajian Liu Chenxu Zhao Zitong Yu Jun Wan Anyang Su ... Yanyan Liang G. Guo Zhen Lei Stan Z. Li Du Zhang CVBM 42 83 0 13 Apr 2021
Contrastive Learning of Global-Local Video Representations Shuang Ma Zhaoyang Zeng Daniel J. McDuff Yale Song SSL 32 7 0 07 Apr 2021
Self-Supervised Learning for Gastritis Detection with Gastric X-ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama 33 11 0 07 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 75 1,811 0 05 Apr 2021
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity Perspective Jiarui Xu Xiaolong Wang VOS 40 92 0 31 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 29 36 0 30 Mar 2021
Tasting the cake: evaluating self-supervised generalization on out-of-distribution multimodal MRI data A. Fedorov Eloy P. T. Geenjaar Lei Wu T. DeRamus Vince D. Calhoun Sergey Plis OOD SSL 9 7 0 29 Mar 2021
HiT: Hierarchical Transformer with Momentum Contrast for Video-Text Retrieval Song Liu Haoqi Fan Shengsheng Qian Yiru Chen Wenkui Ding Zhongyuan Wang 30 145 0 28 Mar 2021
Self-supervised Graph Neural Networks without explicit negative sampling Zekarias T. Kefato Sarunas Girdzijauskas SSL 42 40 0 27 Mar 2021
Unsupervised Document Embedding via Contrastive Augmentation Dongsheng Luo Wei Cheng Jingchao Ni Wenchao Yu Xuchao Zhang ... Yanchi Liu Zhengzhang Chen Dongjin Song Haifeng Chen Xiang Zhang SSL 31 11 0 26 Mar 2021
Contrasting Contrastive Self-Supervised Representation Learning Pipelines Klemen Kotar Gabriel Ilharco Ludwig Schmidt Kiana Ehsani Roozbeh Mottaghi SSL 33 46 0 25 Mar 2021
Contrast to Divide: Self-Supervised Pre-Training for Learning with Noisy Labels Evgenii Zheltonozhskii Chaim Baskin A. Mendelson A. Bronstein Or Litany SSL 33 92 0 25 Mar 2021
Rethinking Self-Supervised Learning: Small is Beautiful Yun Cao Jianxin Wu SSL 18 21 0 25 Mar 2021
Factors of Influence for Transfer Learning across Diverse Appearance Domains and Task Types Thomas Mensink J. Uijlings Alina Kuznetsova Michael Gygli V. Ferrari VLM 43 80 0 24 Mar 2021
Region Similarity Representation Learning Tete Xiao Colorado Reed Xiaolong Wang Kurt Keutzer Trevor Darrell VLM SSL 35 117 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 37 9 0 23 Mar 2021
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search Changlin Li Tao Tang Guangrun Wang Jiefeng Peng Bing Wang Xiaodan Liang Xiaojun Chang ViT 48 105 0 23 Mar 2021
Unsupervised domain adaptation via coarse-to-fine feature alignment method using contrastive learning Shiyu Tang Peijun Tang Yanxiang Gong Zheng Ma M. Xie 24 6 0 23 Mar 2021