Prototypical Contrastive Learning of Unsupervised Representations

11 May 2020

Papers citing "Prototypical Contrastive Learning of Unsupervised Representations"

50 / 581 papers shown

Title
How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection? Yifei Ming Yiyou Sun Ousmane Amadou Dia Yixuan Li OODD 26 95 0 08 Mar 2022
Consistent Representation Learning for Continual Relation Extraction Kang Zhao Hua Xu Jian Yang Kai Gao CLL 20 50 0 05 Mar 2022
Exploring Patch-wise Semantic Relation for Contrastive Learning in Image-to-Image Translation Tasks Chanyong Jung Gihyun Kwon Jong Chul Ye 24 84 0 03 Mar 2022
Exploring the Impact of Negative Samples of Contrastive Learning: A Case Study of Sentence Embedding Rui Cao Yihao Wang Y. Liang Ling Gao Jie Zheng Jie Ren Zheng Wang 22 34 0 26 Feb 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 32 26 0 24 Feb 2022
Eliciting Structural and Semantic Global Knowledge in Unsupervised Graph Contrastive Learning Kaize Ding Yancheng Wang Yingzhen Yang Huan Liu 25 22 0 17 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 26 110 0 16 Feb 2022
Unlabeled Data Help: Minimax Analysis and Adversarial Robustness Yue Xing Qifan Song Guang Cheng 14 4 0 14 Feb 2022
Learning Weakly-Supervised Contrastive Representations Yao-Hung Hubert Tsai Tianqi Li Weixin Liu Pei-Kai Liao Ruslan Salakhutdinov Louis-Philippe Morency SSL 14 9 0 14 Feb 2022
Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning Zihan Lin Changxin Tian Yupeng Hou Wayne Xin Zhao 17 418 0 13 Feb 2022
What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? Hangwei Qian Tian Tian C. Miao SSL 22 50 0 12 Feb 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 45 386 0 07 Feb 2022
Intent Contrastive Learning for Sequential Recommendation Yong-Guang Chen Zhiwei Liu Jia Li Julian McAuley Caiming Xiong 37 288 0 05 Feb 2022
HCSC: Hierarchical Contrastive Selective Coding Yuanfan Guo Minghao Xu Jiawen Li Bingbing Ni Xuanyu Zhu Zhenbang Sun Yi Tian Xu 13 70 0 01 Feb 2022
Visualizing the Diversity of Representations Learned by Bayesian Neural Networks Dennis Grinwald Kirill Bykov Shinichi Nakajima Marina M.-C. Höhne 23 5 0 26 Jan 2022
PiCO+: Contrastive Label Disambiguation for Robust Partial Label Learning Haobo Wang Rui Xiao Yixuan Li Lei Feng Gang Niu Gang Chen J. Zhao VLM 41 25 0 22 Jan 2022
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation Zhuowei Li Zihao Liu Zhiqiang Hu Qing Xia Ruiqin Xiong Shaoting Zhang Dimitris N. Metaxas Tingting Jiang SSL 27 8 0 21 Jan 2022
Continual Coarse-to-Fine Domain Adaptation in Semantic Segmentation Donald Shenaj F. Barbato Umberto Michieli Pietro Zanuttigh CLL 28 16 0 18 Jan 2022
ExpertNet: A Symbiosis of Classification and Clustering Shivin Srivastava Kenji Kawaguchi Vaibhav Rajan 9 1 0 17 Jan 2022
Interactive Contrastive Learning for Self-supervised Entity Alignment Kaisheng Zeng Zhenhao Dong Lei Hou Yixin Cao Minghao Hu Jifan Yu Xin Lv Juanzi Li Ling Feng 21 25 0 17 Jan 2022
Offline-Online Associated Camera-Aware Proxies for Unsupervised Person Re-identification Menglin Wang Jiachen Li Baisheng Lai Xiaojin Gong Xiansheng Hua 17 22 0 15 Jan 2022
Unsupervised Domain Adaptive Person Re-id with Local-enhance and Prototype Dictionary Learning Haopeng Hou 16 2 0 11 Jan 2022
Representation Learning via Consistent Assignment of Views to Clusters T. Silva Adín Ramirez Rivera SSL 6 8 0 31 Dec 2021
Contrastive Fine-grained Class Clustering via Generative Adversarial Networks Yunji Kim Jung-Woo Ha GAN 19 13 0 30 Dec 2021
Adaptive Contrast for Image Regression in Computer-Aided Disease Assessment Weihang Dai X. Li W. H. Chiu Michael D Kuo Kwang-Ting Cheng MedIm 28 21 0 22 Dec 2021
Max-Margin Contrastive Learning Anshul B. Shah S. Sra Ramalingam Chellappa A. Cherian SSL 21 44 0 21 Dec 2021
Rethinking Nearest Neighbors for Visual Classification Menglin Jia Bor-Chun Chen Zuxuan Wu Claire Cardie Serge J. Belongie Ser-Nam Lim SSL 38 10 0 15 Dec 2021
Towards General and Efficient Active Learning Yichen Xie M. Tomizuka Wei Zhan VLM 32 10 0 15 Dec 2021
Exploring the Equivalence of Siamese Self-Supervised Learning via A Unified Gradient Framework Chenxin Tao Honghui Wang Xizhou Zhu Jiahua Dong S. Song Gao Huang Jifeng Dai SSL 30 60 0 09 Dec 2021
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 132 81 0 06 Dec 2021
BEVT: BERT Pretraining of Video Transformers Rui Wang Dongdong Chen Zuxuan Wu Yinpeng Chen Xiyang Dai Mengchen Liu Yu-Gang Jiang Luowei Zhou Lu Yuan ViT 36 203 0 02 Dec 2021
InsCLR: Improving Instance Retrieval with Self-Supervision Zelu Deng Yujie Zhong Sheng Guo Weilin Huang 20 13 0 02 Dec 2021
The Augmented Image Prior: Distilling 1000 Classes by Extrapolating from a Single Image Yuki M. Asano Aaqib Saeed 30 7 0 01 Dec 2021
Object-Aware Cropping for Self-Supervised Learning Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Abhyuday N. Jagannatha Janit Anjaria Abhishek Sharma David Jacobs Dilip Krishnan SSL 18 22 0 01 Dec 2021
Similarity Contrastive Estimation for Self-Supervised Soft Contrastive Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault S. Canu SSL 19 30 0 29 Nov 2021
Semantic-Aware Generation for Self-Supervised Visual Representation Learning Yunjie Tian Lingxi Xie Xiaopeng Zhang Jiemin Fang Haohang Xu Wei Huang Jianbin Jiao Qi Tian QiXiang Ye SSL GAN 28 16 0 25 Nov 2021
Learning Representation for Clustering via Prototype Scattering and Positive Sampling Zhizhong Huang Jie Chen Junping Zhang Hongming Shan 21 87 0 23 Nov 2021
Why Do Self-Supervised Models Transfer? Investigating the Impact of Invariance on Downstream Tasks Linus Ericsson H. Gouk Timothy M. Hospedales SSL 13 15 0 22 Nov 2021
Hybrid BYOL-ViT: Efficient approach to deal with small datasets Safwen Naimi Rien van Leeuwen W. Souidène S. B. Saoud SSL ViT 25 2 0 08 Nov 2021
Self-Supervised Learning Disentangled Group Representation as Feature Tan Wang Zhongqi Yue Jianqiang Huang Qianru Sun Hanwang Zhang OOD 31 67 0 28 Oct 2021
Directional Self-supervised Learning for Heavy Image Augmentations Yalong Bai Yifan Yang Wei Zhang Tao Mei 21 20 0 26 Oct 2021
Prototypical Classifier for Robust Class-Imbalanced Learning Tong Wei Jiang-Xin Shi Yu-Feng Li Min-Ling Zhang NoLa 9 16 0 22 Oct 2021
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP Andreas Fürst Elisabeth Rumetshofer Johannes Lehner Viet-Hung Tran Fei Tang ... David P. Kreil Michael K Kopp G. Klambauer Angela Bitto-Nemling Sepp Hochreiter VLM CLIP 201 102 0 21 Oct 2021
Improving Tail-Class Representation with Centroid Contrastive Learning A. M. H. Tiong Junnan Li Guosheng Lin Boyang Albert Li Caiming Xiong S. Hoi VLM 25 13 0 19 Oct 2021
Understanding Dimensional Collapse in Contrastive Self-supervised Learning Li Jing Pascal Vincent Yann LeCun Yuandong Tian SSL 13 336 0 18 Oct 2021
Unsupervised Representation Learning for Binary Networks by Joint Classifier Learning Dahyun Kim Jonghyun Choi SSL MQ 22 5 0 17 Oct 2021
Continual Learning on Noisy Data Streams via Self-Purified Replay C. Kim Jinseo Jeong Sang-chul Moon Gunhee Kim CLL 32 39 0 14 Oct 2021
Self-Supervised Learning by Estimating Twin Class Distributions Feng Wang Tao Kong Rufeng Zhang Huaping Liu Hang Li SSL 55 16 0 14 Oct 2021
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast Ye Du Zehua Fu Qingjie Liu Yunhong Wang 90 129 0 14 Oct 2021
Rethinking Supervised Pre-training for Better Downstream Transferring Yutong Feng Jianwen Jiang Mingqian Tang R. L. Jin Yue Gao SSL 43 39 0 12 Oct 2021