Prototypical Contrastive Learning of Unsupervised Representations

11 May 2020

Papers citing "Prototypical Contrastive Learning of Unsupervised Representations"

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NASTAR: Noise Adaptive Speech Enhancement with Target-Conditional Resampling Chi-Chang Lee Cheng-Hung Hu Yu-Chen Lin Chu-Song Chen Hsin-Min Wang Yu Tsao 24 2 0 18 Jun 2022
OmniMAE: Single Model Masked Pretraining on Images and Videos Rohit Girdhar Alaaeldin El-Nouby Mannat Singh Kalyan Vasudev Alwala Armand Joulin Ishan Misra ViT 35 97 0 16 Jun 2022
A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions Sheng Zhou Hongjia Xu Zhuonan Zheng Jiawei Chen Zhao Li Jiajun Bu Jia Wu Xin Eric Wang Wenwu Zhu Martin Ester 18 93 0 15 Jun 2022
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation Samayan Bhattacharya Sk Shahnawaz Avigyan Bhattacharya 17 1 0 10 Jun 2022
Towards Self-supervised and Weight-preserving Neural Architecture Search Zhuowei Li Yibo Gao Zhenzhou Zha Hu Zhiqiang Qing Xia Shaoting Zhang Dimitris N. Metaxas 24 4 0 08 Jun 2022
Towards Understanding Why Mask-Reconstruction Pretraining Helps in Downstream Tasks Jia-Yu Pan Pan Zhou Shuicheng Yan SSL 26 15 0 08 Jun 2022
Extending Momentum Contrast with Cross Similarity Consistency Regularization M. Seyfi Amin Banitalebi-Dehkordi Yong Zhang SSL 36 11 0 07 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora D. Salim AI4TS 25 37 0 06 Jun 2022
Integrating Prior Knowledge in Contrastive Learning with Kernel Benoit Dufumier C. Barbano Robin Louiset Edouard Duchesnay Pietro Gori SSL 19 8 0 03 Jun 2022
Using Representation Expressiveness and Learnability to Evaluate Self-Supervised Learning Methods Yuchen Lu Zhen Liu A. Baratin Romain Laroche Aaron C. Courville Alessandro Sordoni SSL 20 0 0 02 Jun 2022
Hard Negative Sampling Strategies for Contrastive Representation Learning Afrina Tabassum Muntasir Wahed Hoda Eldardiry Ismini Lourentzou SSL 25 24 0 02 Jun 2022
Hyperspherical Consistency Regularization Cheng Tan Zhangyang Gao Lirong Wu Siyuan Li Stan Z. Li 30 24 0 02 Jun 2022
Augmentation Component Analysis: Modeling Similarity via the Augmentation Overlaps Lu Han Han-Jia Ye De-Chuan Zhan 11 4 0 01 Jun 2022
DeepCluE: Enhanced Image Clustering via Multi-layer Ensembles in Deep Neural Networks Dong Huang Ding Chen Xiang Chen Changdong Wang Jianhuang Lai 11 4 0 01 Jun 2022
Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance with Expanded Views Junbo Zhang Kaisheng Ma 17 43 0 01 Jun 2022
COIN: Co-Cluster Infomax for Bipartite Graphs Baoyu Jing Yuchen Yan Yada Zhu Hanghang Tong 24 21 0 31 May 2022
Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification Zaiyun Yang VLM DRL 16 1 0 30 May 2022
Bayesian Robust Graph Contrastive Learning Yancheng Wang Yingzhen Yang OOD 23 1 0 27 May 2022
HIRL: A General Framework for Hierarchical Image Representation Learning Minghao Xu Yuanfan Guo Xuanyu Zhu Jiawen Li Zhenbang Sun Jiangtao Tang Yi Xu Bingbing Ni SSL 8 3 0 26 May 2022
Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering Ekdeep Singh Lubana Chi Ian Tang F. Kawsar Robert P. Dick Akhil Mathur FedML 29 52 0 23 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 28 159 0 16 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 37 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 24 131 0 09 May 2022
HiURE: Hierarchical Exemplar Contrastive Learning for Unsupervised Relation Extraction Xuming Hu Shuliang Liu Chenwei Zhang Shuang Li Lijie Wen Philip S. Yu SSL 41 39 0 04 May 2022
Unsupervised Voice-Face Representation Learning by Cross-Modal Prototype Contrast Boqing Zhu Kele Xu Changjian Wang Zheng Qin Tao Sun Huaimin Wang Yuxing Peng SSL 28 17 0 28 Apr 2022
Use All The Labels: A Hierarchical Multi-Label Contrastive Learning Framework Shu Zhen Zhang Ran Xu Caiming Xiong Chetan Ramaiah SSL 17 68 0 27 Apr 2022
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis F. Haghighi M. Taher Michael B. Gotway Jianming Liang MedIm 19 72 0 21 Apr 2022
Adversarial Contrastive Learning by Permuting Cluster Assignments Muntasir Wahed Afrina Tabassum Ismini Lourentzou SSL 18 5 0 21 Apr 2022
SimMC: Simple Masked Contrastive Learning of Skeleton Representations for Unsupervised Person Re-Identification Haocong Rao C. Miao 14 11 0 21 Apr 2022
Diverse Imagenet Models Transfer Better Niv Nayman A. Golbert Asaf Noy Tan Ping Lihi Zelnik-Manor 27 0 0 19 Apr 2022
A Token-level Contrastive Framework for Sign Language Translation Biao Fu Peigen Ye Liang Zhang Pei-Ju Yu Cong Hu Yidong Chen X. Shi SLR 28 15 0 11 Apr 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning Chao Tao Ji Qi Guo Zhang Qing Zhu Weipeng Lu Haifeng Li 34 40 0 10 Apr 2022
Self-Labeling Refinement for Robust Representation Learning with Bootstrap Your Own Latent Siddhant Garg Dhruval Jain SSL 36 0 0 09 Apr 2022
Contrasting the landscape of contrastive and non-contrastive learning Ashwini Pokle Jinjin Tian Yuchen Li Andrej Risteski SSL 27 28 0 29 Mar 2022
A Style-aware Discriminator for Controllable Image Translation Kunhee Kim S. Park Eunyeong Jeon Tae-Hyeon Kim Daijin Kim 22 24 0 29 Mar 2022
Exploring Intra- and Inter-Video Relation for Surgical Semantic Scene Segmentation Yueming Jin Yang Yu Cheng Chen Zixu Zhao Pheng-Ann Heng Danail Stoyanov 19 39 0 29 Mar 2022
Rethinking Semantic Segmentation: A Prototype View Tianfei Zhou Wenguan Wang E. Konukoglu Luc Van Gool SSeg 25 259 0 28 Mar 2022
Learning Where to Learn in Cross-View Self-Supervised Learning Lang Huang Shan You Mingkai Zheng Fei Wang Chao Qian T. Yamasaki SSL 17 41 0 28 Mar 2022
Mugs: A Multi-Granular Self-Supervised Learning Framework Pan Zhou Yichen Zhou Chenyang Si Weihao Yu Teck Khim Ng Shuicheng Yan VLM 34 60 0 27 Mar 2022
CaCo: Both Positive and Negative Samples are Directly Learnable via Cooperative-adversarial Contrastive Learning Xiao Wang Yuhang Huang Dan Zeng Guo-Jun Qi SSL 11 16 0 27 Mar 2022
Contrastive learning of Class-agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation Jinheng Xie Jianfeng Xiang Junliang Chen Xianxu Hou Xiaodong Zhao Linlin Shen VLM WSOL 25 19 0 25 Mar 2022
Compound Domain Generalization via Meta-Knowledge Encoding Chaoqi Chen Jiongcheng Li Xiaoguang Han Xiaoqing Liu Yizhou Yu AI4CE 27 59 0 24 Mar 2022
Text Transformations in Contrastive Self-Supervised Learning: A Review Amrita Bhattacharjee Mansooreh Karami Huan Liu SSL 27 23 0 22 Mar 2022
Prototypical Verbalizer for Prompt-based Few-shot Tuning Ganqu Cui Shengding Hu Ning Ding Longtao Huang Zhiyuan Liu VLM 12 96 0 18 Mar 2022
CYBORGS: Contrastively Bootstrapping Object Representations by Grounding in Segmentation Renhao Wang Hang Zhao Yang Gao SSL 21 1 0 17 Mar 2022
Weak Augmentation Guided Relational Self-Supervised Learning Mingkai Zheng Shan You Fei Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 32 4 0 16 Mar 2022
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy Yuanhan Zhang Qi Sun Yichun Zhou Zexin He Zhen-fei Yin Kunze Wang Lu Sheng Yu Qiao Jing Shao Ziwei Liu ObjD VLM 19 19 0 15 Mar 2022
InsCon:Instance Consistency Feature Representation via Self-Supervised Learning Jun-Teng Yang Ke Zhang Zhaolin Cui Jinming Su Junfeng Luo Xiaolin K. Wei ISeg SSL 13 9 0 15 Mar 2022
Improving Event Representation via Simultaneous Weakly Supervised Contrastive Learning and Clustering Jun Gao Wei Wang Changlong Yu Huan Zhao Wilfred Ng Ruifeng Xu SSL DRL 19 25 0 15 Mar 2022
SimMatch: Semi-supervised Learning with Similarity Matching Mingkai Zheng Shan You Lang Huang Fei Wang Chao Qian Chang Xu 30 171 0 14 Mar 2022