A Survey on Contrastive Self-supervised Learning

31 October 2020

Papers citing "A Survey on Contrastive Self-supervised Learning"

50 / 477 papers shown

Title
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling Jiaxiang Dong Haixu Wu Haoran Zhang Li Zhang Jianmin Wang Mingsheng Long AI4TS 40 83 0 02 Feb 2023
Learning Generalized Hybrid Proximity Representation for Image Recognition Zhiyuan Li Anca L. Ralescu 26 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 36 0 0 29 Jan 2023
Unbiased and Efficient Self-Supervised Incremental Contrastive Learning Cheng Ji Jianxin Li Hao Peng Jia Wu Xingcheng Fu Qingyun Sun Phillip S. Yu SSL CLL 31 5 0 28 Jan 2023
Cross-domain recommendation via user interest alignment Chuang Zhao Hongke Zhao Ming He Jian Zhang Jianping Fan 25 64 0 26 Jan 2023
Self-Supervised Curricular Deep Learning for Chest X-Ray Image Classification Iván de Andrés Tamé Kirill Sirotkin Pablo Carballeira Marcos Escudero-Viñolo 31 2 0 25 Jan 2023
Self-Supervised Learning for Data Scarcity in a Fatigue Damage Prognostic Problem A. Akrim C. Gogu R. Vingerhoeds M. Salaün AI4CE 35 23 0 20 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 33 130 0 13 Jan 2023
Combining Self-labeling with Selective Sampling Jedrzej Kozal Michal Wo'zniak 26 3 0 11 Jan 2023
Meta-Learning for Color-to-Infrared Cross-Modal Style Transfer Evelyn A. Stump Francesco Luzi L. Collins Jordan M. Malof 26 1 0 24 Dec 2022
Understanding and Improving the Role of Projection Head in Self-Supervised Learning Kartik Gupta Thalaiyasingam Ajanthan Anton Van Den Hengel Stephen Gould SSL 21 37 0 22 Dec 2022
Toward Improved Generalization: Meta Transfer of Self-supervised Knowledge on Graphs Wenhui Cui H. Akrami Anand A. Joshi Richard M. Leahy 30 0 0 16 Dec 2022
Retrieval-based Disentangled Representation Learning with Natural Language Supervision Jiawei Zhou Xiaoguang Li Lifeng Shang Xin Jiang Qun Liu Lei Chen DRL 35 6 0 15 Dec 2022
Edema Estimation From Facial Images Taken Before and After Dialysis via Contrastive Multi-Patient Pre-Training Yusuke Akamatsu Yoshifumi Onishi Hitoshi Imaoka Junko Kameyama Hideo Tsurushima 3DH MedIm 11 3 0 15 Dec 2022
Feature-domain Adaptive Contrastive Distillation for Efficient Single Image Super-Resolution Hye-Min Moon Jinwoo Jeong Sungjei Kim 49 2 0 29 Nov 2022
Survey on Self-Supervised Multimodal Representation Learning and Foundation Models Sushil Thapa AI4TS SSL 20 1 0 29 Nov 2022
Cross-domain Transfer of defect features in technical domains based on partial target data T. Schlagenhauf Tim Scheurenbrand 38 1 0 24 Nov 2022
Contrastive Multi-View Textual-Visual Encoding: Towards One Hundred Thousand-Scale One-Shot Logo Identification Nakul Sharma A. S. Penamakuri Anand Mishra 3DV VLM 22 1 0 23 Nov 2022
Progressive Learning with Cross-Window Consistency for Semi-Supervised Semantic Segmentation Bo Dang Yansheng Li Yongjun Zhang Jiayi Ma SSL 37 0 0 22 Nov 2022
Towards All-in-one Pre-training via Maximizing Multi-modal Mutual Information Weijie Su Xizhou Zhu Chenxin Tao Lewei Lu Bin Li Gao Huang Yu Qiao Xiaogang Wang Jie Zhou Jifeng Dai 42 41 0 17 Nov 2022
AdaMAE: Adaptive Masking for Efficient Spatiotemporal Learning with Masked Autoencoders W. G. C. Bandara Naman Patel A. Gholami Mehdi Nikkhah M. Agrawal Vishal M. Patel 25 39 0 16 Nov 2022
NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision Research J. Bornschein Alexandre Galashov Ross Hemsley Amal Rannen-Triki Yutian Chen ... Angeliki Lazaridou Yee Whye Teh Andrei A. Rusu Razvan Pascanu MarcÁurelio Ranzato OOD VLM AI4TS 44 17 0 15 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 31 56 0 15 Nov 2022
Multilingual and Multimodal Topic Modelling with Pretrained Embeddings Elaine Zosa Lidia Pivovarova BDL 18 8 0 15 Nov 2022
More Generalized and Personalized Unsupervised Representation Learning In A Distributed System Yue Yang Jingwei Sun Ang Li H. Li Yiran Chen OOD 31 0 0 11 Nov 2022
$BT^2$ : Backward-compatible Training with Basis Transformation Yi Zhou Zilu Li Abhinav Shrivastava Hengshuang Zhao Antonio Torralba Taipeng Tian Ser-Nam Lim 18 3 0 08 Nov 2022
Self-Supervised Hierarchical Metrical Structure Modeling Junyan Jiang Gus Xia 36 2 0 31 Oct 2022
Line Graph Contrastive Learning for Link Prediction Zehua Zhang Shilin Sun Guixiang Ma Caiming Zhong 17 27 0 25 Oct 2022
A survey on Self Supervised learning approaches for improving Multimodal representation learning Naman Goyal SSL 19 2 0 20 Oct 2022
Fine-grained Category Discovery under Coarse-grained supervision with Hierarchical Weighted Self-contrastive Learning Wenbin An Feng Tian Ping Chen Siliang Tang Qinghua Zheng Qianying Wang 38 17 0 14 Oct 2022
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning Fuying Wang Yuyin Zhou Shujun Wang V. Vardhanabhuti Lequan Yu 34 137 0 12 Oct 2022
Robustification of Multilingual Language Models to Real-world Noise in Crosslingual Zero-shot Settings with Robust Contrastive Pretraining Asa Cooper Stickland Sailik Sengupta Jason Krone Saab Mansour He He 55 7 0 10 Oct 2022
Uncertainty Quantification with Pre-trained Language Models: A Large-Scale Empirical Analysis Yuxin Xiao Paul Pu Liang Umang Bhatt Willie Neiswanger Ruslan Salakhutdinov Louis-Philippe Morency 175 86 0 10 Oct 2022
Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li 21 23 0 10 Oct 2022
Revisiting Self-Supervised Contrastive Learning for Facial Expression Recognition Yuxuan Shu Xiao Gu Guangyao Yang Benny Lo SSL 54 17 0 08 Oct 2022
Graph Soft-Contrastive Learning via Neighborhood Ranking Zhiyuan Ning P. Wang Pengyang Wang Ziyue Qiao Wei Fan Denghui Zhang Yi Du Yuanchun Zhou 23 15 0 28 Sep 2022
Dataset Inference for Self-Supervised Models Adam Dziedzic Haonan Duan Muhammad Ahmad Kaleem Nikita Dhawan Jonas Guan Yannis Cattan Franziska Boenisch Nicolas Papernot 37 26 0 16 Sep 2022
Self-Relation Attention and Temporal Awareness for Emotion Recognition via Vocal Burst Dang-Linh Trinh Minh-Cong Vo Gueesang Lee 33 3 0 15 Sep 2022
Exploring Visual Interpretability for Contrastive Language-Image Pre-training Yi Li Hualiang Wang Yiqun Duan Han Xu Xiaomeng Li CLIP VLM 98 25 0 15 Sep 2022
Scalable Regularization of Scene Graph Generation Models using Symbolic Theories Davide Buffelli Efthymia Tsamoura 27 2 0 06 Sep 2022
Federated Transfer Learning with Multimodal Data Yulian Sun FedML 27 4 0 05 Sep 2022
Feature diversity in self-supervised learning Pranshu Malviya Arjun Vaithilingam Sudhakar SSL LRM 12 2 0 02 Sep 2022
Listen2YourHeart: A Self-Supervised Approach for Detecting Murmur in Heart-Beat Sounds Aristotelis Ballas Vasileios Papapanagiotou A. Delopoulos Christos Diou 18 14 0 31 Aug 2022
Be Your Own Neighborhood: Detecting Adversarial Example by the Neighborhood Relations Built on Self-Supervised Learning Zhiyuan He Yijun Yang Pin-Yu Chen Qiang Xu Tsung-Yi Ho AAML 27 7 0 31 Aug 2022
Self-Supervised Face Presentation Attack Detection with Dynamic Grayscale Snippets Usman Muhammad Mourad Oussalah AAML CVBM 22 6 0 27 Aug 2022
Self-Supervised Human Activity Recognition with Localized Time-Frequency Contrastive Representation Learning Setareh Rahimi Taghanaki M. Rainbow Ali Etemad SSL 18 11 0 26 Aug 2022
Supervised Contrastive Learning for Affect Modelling Kosmas Pinitas Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis 30 9 0 25 Aug 2022
Self-Supervised Multimodal Fusion Transformer for Passive Activity Recognition Armand K. Koupai M. J. Bocus Raúl Santos-Rodríguez Robert Piechocki Ryan McConville ViT 38 9 0 15 Aug 2022
Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan SSL AI4TS 17 80 0 13 Aug 2022
Instance Image Retrieval by Learning Purely From Within the Dataset Zhongyan Zhang Lei Wang Yang Wang Luping Zhou Jianjia Zhang Peng Wang Fangxiao Chen SSL 26 0 0 12 Aug 2022