A Survey on Contrastive Self-supervised Learning

31 October 2020

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

50 / 477 papers shown

Title
Contrastive Learning for Cross-Domain Open World Recognition Francesco Cappio Borlino S. Bucci Tatiana Tommasi SSL 32 3 0 17 Mar 2022
Consistent Representation Learning for Continual Relation Extraction Kang Zhao Hua Xu Jian Yang Kai Gao CLL 31 51 0 05 Mar 2022
Contrastive Graph Convolutional Networks for Hardware Trojan Detection in Third Party IP Cores Nikhil Muralidhar Abdullah Zubair Nathanael R. Weidler Ryan M. Gerdes Naren Ramakrishnan 11 25 0 04 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 42 106 0 02 Mar 2022
HiCLRE: A Hierarchical Contrastive Learning Framework for Distantly Supervised Relation Extraction Dongyang Li Taolin Zhang Nan Hu Chengyu Wang Xiaofeng He 33 25 0 27 Feb 2022
Reconstruction of Perceived Images from fMRI Patterns and Semantic Brain Exploration using Instance-Conditioned GANs Furkan Ozcelik Bhavin Choksi Milad Mozafari Leila Reddy Rufin VanRullen GAN 36 68 0 25 Feb 2022
Indiscriminate Poisoning Attacks on Unsupervised Contrastive Learning Hao He Kaiwen Zha Dina Katabi AAML 36 33 0 22 Feb 2022
Movies2Scenes: Using Movie Metadata to Learn Scene Representation Shixing Chen Chundi Liu Xiang Hao Xiaohan Nie Maxim Arap Raffay Hamid 31 17 0 22 Feb 2022
Model Reprogramming: Resource-Efficient Cross-Domain Machine Learning Pin-Yu Chen VLM 109 59 0 22 Feb 2022
Survey on Self-supervised Representation Learning Using Image Transformations Muhammad Ali S. Hashim ViT 11 1 0 17 Feb 2022
Out-Of-Distribution Generalization on Graphs: A Survey Haoyang Li Xin Wang Ziwei Zhang Wenwu Zhu OOD CML 33 97 0 16 Feb 2022
Structure-aware Visualization Retrieval Haotian Li Yong Wang Aoyu Wu Huan Wei Huamin Qu 34 25 0 12 Feb 2022
Similarity learning for wells based on logging data Evgenia Romanenkova Alina Rogulina A. Shakirov N. Stulov Alexey Zaytsev L. Ismailova D. Kovalev Klemens Katterbauer A. Alshehri 22 16 0 11 Feb 2022
Adults as Augmentations for Children in Facial Emotion Recognition with Contrastive Learning M. Virgolin A. D. Lorenzo Tanja Alderliesten Peter A. N. Bosman 13 0 0 10 Feb 2022
Understanding The Robustness of Self-supervised Learning Through Topic Modeling Zeping Luo Shiyou Wu C. Weng Mo Zhou Rong Ge OOD SSL 14 3 0 02 Feb 2022
Generalizing similarity in noisy setups: the DIBS phenomenon Nayara Fonseca V. Guidetti 24 0 0 30 Jan 2022
PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings Qiyu Wu Chongyang Tao Tao Shen Can Xu Xiubo Geng Daxin Jiang SSL 27 33 0 28 Jan 2022
SURDS: Self-Supervised Attention-guided Reconstruction and Dual Triplet Loss for Writer Independent Offline Signature Verification Soumitri Chattopadhyay Siladittya Manna Saumik Bhattacharya Umapada Pal 25 23 0 25 Jan 2022
Self-directed Machine Learning Wenwu Zhu Xin Wang P. Xie 19 6 0 04 Jan 2022
Scalable Deep Graph Clustering with Random-walk based Self-supervised Learning Xiang Li Dong Li R. Jin G. Agrawal R. Ramnath GNN 27 4 0 31 Dec 2021
Data-Free Knowledge Transfer: A Survey Yuang Liu Wei Zhang Jun Wang Jianyong Wang 37 48 0 31 Dec 2021
Cooperative learning for multiview analysis D. Ding Shuangning Li B. Narasimhan Robert Tibshirani 10 48 0 23 Dec 2021
Embedding-based Music Emotion Recognition Using Composite Loss Naoki Takashima Frédéric Li M. Grzegorzek Kimiaki Shirahama 15 3 0 14 Dec 2021
Concept Representation Learning with Contrastive Self-Supervised Learning Daniel T. Chang SSL 8 4 0 10 Dec 2021
SimIPU: Simple 2D Image and 3D Point Cloud Unsupervised Pre-Training for Spatial-Aware Visual Representations Zhenyu Li Zehui Chen Ang Li Liangji Fang Qinhong Jiang Xianming Liu Junjun Jiang Bolei Zhou Hang Zhao 3DPC SSL 34 64 0 09 Dec 2021
Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks Loic Jezequel Ngoc-Son Vu Jean Beaudet A. Histace 34 19 0 24 Nov 2021
Malfustection: Obfuscated Malware Detection and Malware Classification with Data Shortage by Combining Semi-Supervised and Contrastive Learning Mohammad Mahdi Maghouli Mohamadreza Fereydooni M. Abdoos M. Vahidi-Asl AAML 21 3 0 18 Nov 2021
Are we ready for a new paradigm shift? A Survey on Visual Deep MLP Ruiyang Liu Hai-Tao Zheng Li Tao Dun Liang Haitao Zheng 89 97 0 07 Nov 2021
MixSiam: A Mixture-based Approach to Self-supervised Representation Learning Xiaoyang Guo Tianhao Zhao Yutian Lin Bo Du SSL 30 6 0 04 Nov 2021
Deep Learning for HDR Imaging: State-of-the-Art and Future Trends Lin Wang Kuk-Jin Yoon 21 87 0 20 Oct 2021
Surrogate- and invariance-boosted contrastive learning for data-scarce applications in science Charlotte Loh T. Christensen Rumen Dangovski Samuel Kim Marin Soljacic 32 17 0 15 Oct 2021
Weakly Supervised Semantic Segmentation by Pixel-to-Prototype Contrast Ye Du Zehua Fu Qingjie Liu Yunhong Wang 93 130 0 14 Oct 2021
Detecting Corrupted Labels Without Training a Model to Predict Zhaowei Zhu Zihao Dong Yang Liu NoLa 149 62 0 12 Oct 2021
SCEHR: Supervised Contrastive Learning for Clinical Risk Prediction using Electronic Health Records Chengxi Zang Fei-Yue Wang 28 15 0 11 Oct 2021
Improving Fractal Pre-training Connor Anderson Ryan Farrell 88 27 0 06 Oct 2021
The Power of Contrast for Feature Learning: A Theoretical Analysis Wenlong Ji Zhun Deng Ryumei Nakada James Zou Linjun Zhang SSL 55 49 0 06 Oct 2021
Multi-view Contrastive Self-Supervised Learning of Accounting Data Representations for Downstream Audit Tasks Marco Schreyer Timur Sattarov Damian Borth MLAU 32 15 0 23 Sep 2021
Survey: Transformer based Video-Language Pre-training Ludan Ruan Qin Jin VLM ViT 72 44 0 21 Sep 2021
Chemical-Reaction-Aware Molecule Representation Learning Hongwei Wang Weijian Li Xiaomeng Jin Kyunghyun Cho Heng Ji Jiawei Han Martin D. Burke 107 57 0 21 Sep 2021
Adversarial Training with Contrastive Learning in NLP Daniela N. Rim DongNyeong Heo Heeyoul Choi AAML 28 13 0 19 Sep 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 37 177 0 17 Sep 2021
Self-learn to Explain Siamese Networks Robustly Chao Chen Yifan Shen Guixiang Ma Xiangnan Kong S. Rangarajan Xi Zhang Sihong Xie 48 5 0 15 Sep 2021
Exploring Task Difficulty for Few-Shot Relation Extraction Jiale Han Bo Cheng Wei Lu 22 74 0 12 Sep 2021
Sensor Data Augmentation by Resampling for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu Jingyuan Gan L. Chen Huansheng Ning Yaping Wan 25 50 0 05 Sep 2021
Using Large Pre-Trained Models with Cross-Modal Attention for Multi-Modal Emotion Recognition Krishna D N Freshworks 26 11 0 22 Aug 2021
Contrastive Representations for Label Noise Require Fine-Tuning Pierre Nodet V. Lemaire A. Bondu Antoine Cornuéjols 23 1 0 20 Aug 2021
Semi-supervised learning for joint SAR and multispectral land cover classification Antonio Montanaro D. Valsesia Giulia Fracastoro E. Magli SSL 16 10 0 20 Aug 2021
Unsupervised Person Re-identification with Stochastic Training Strategy Tianyang Liu Yutian Lin Bo Du 29 35 0 16 Aug 2021
Improving Music Performance Assessment with Contrastive Learning Pavan Seshadri Alexander Lerch 27 8 0 03 Aug 2021
Understanding Cognitive Fatigue from fMRI Scans with Self-supervised Learning Ashish Jaiswal Ashwin Ramesh Babu Mohammad Zaki Zadeh F. Makedon G. Wylie 14 6 0 28 Jun 2021