A Survey on Contrastive Self-supervised Learning

31 October 2020

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

50 / 477 papers shown

Title
Comparison of semi-supervised learning methods for High Content Screening quality control Umar Masud Ethan O. Cohen Ihab Bendidi Guillaume Bollot Auguste Genovesio 31 4 0 09 Aug 2022
Face-to-Face Contrastive Learning for Social Intelligence Question-Answering Alex Wilf Qianli Ma Paul Pu Liang Amir Zadeh Louis-Philippe Morency 41 10 0 29 Jul 2022
KG-NSF: Knowledge Graph Completion with a Negative-Sample-Free Approach A.B. Bahaj Safae Lhazmir Mounir Ghogho 19 1 0 29 Jul 2022
Domain Specific Wav2vec 2.0 Fine-tuning For The SE&R 2022 Challenge A. I. S. Ferreira Gustavo dos Reis Oliveira 27 3 0 29 Jul 2022
Learning Hyper Label Model for Programmatic Weak Supervision Renzhi Wu Sheng Chen Jieyu Zhang Xu Chu 26 16 0 27 Jul 2022
Time to augment self-supervised visual representation learning A. Aubret M. Ernst Céline Teulière Jochen Triesch 39 10 0 27 Jul 2022
HyperNet: Self-Supervised Hyperspectral Spatial-Spectral Feature Understanding Network for Hyperspectral Change Detection Meiqi Hu Chen Wu Lefei Zhang SSL 45 57 0 20 Jul 2022
Contrastive Environmental Sound Representation Learning P. Ochieng D. Kaburu SSL 11 0 0 18 Jul 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery Yezhen Cong Samarth Khanna Chenlin Meng Patrick Liu Erik Rozi Yutong He Marshall Burke David B. Lobell Stefano Ermon ViT 22 252 0 17 Jul 2022
Contrastive Deep Supervision Linfeng Zhang Xin Chen Junbo Zhang Runpei Dong Kaisheng Ma 75 28 0 12 Jul 2022
Equivariant Representation Learning via Class-Pose Decomposition Giovanni Luca Marchetti Gustaf Tegnér Anastasiia Varava Danica Kragic DRL 35 15 0 07 Jul 2022
MMGL: Multi-Scale Multi-View Global-Local Contrastive learning for Semi-supervised Cardiac Image Segmentation Ziyuan Zhao Jinxuan Hu Zeng Zeng Xulei Yang Peisheng Qian B. Veeravalli Cuntai Guan 30 18 0 05 Jul 2022
Game State Learning via Game Scene Augmentation C. Trivedi Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis 21 2 0 04 Jul 2022
Intrinsic Anomaly Detection for Multi-Variate Time Series Stephan Rabanser Tim Januschowski Kashif Rasul Oliver Borchert Richard Kurle Jan Gasthaus Michael Bohlke-Schneider Nicolas Papernot Valentin Flunkert AI4TS 36 4 0 29 Jun 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 27 219 0 27 Jun 2022
Imitation Learning for Nonprehensile Manipulation through Self-Supervised Learning Considering Motion Speed Yuki Saigusa S. Sakaino T. Tsuji SSL 16 12 0 21 Jun 2022
Self-Supervised Learning for Videos: A Survey Madeline Chantry Schiappa Yogesh S Rawat M. Shah SSL 36 131 0 18 Jun 2022
Evaluation of Contrastive Learning with Various Code Representations for Code Clone Detection Maksim Zubkov Egor Spirin Egor Bogomolov T. Bryksin 46 4 0 17 Jun 2022
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency Xiang Zhang Ziyuan Zhao Theodoros Tsiligkaridis Marinka Zitnik AI4TS 42 272 0 17 Jun 2022
Learn to Adapt: Robust Drift Detection in Security Domain Aditya Kuppa Nhien-An Le-Khac OOD 33 15 0 15 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 Wang Wenwu Zhu Martin Ester 18 94 0 15 Jun 2022
Text-Aware End-to-end Mispronunciation Detection and Diagnosis Linkai Peng Yingming Gao Binghuai Lin Dengfeng Ke Yanlu Xie Jinsong Zhang 32 3 0 15 Jun 2022
I'm Me, We're Us, and I'm Us: Tri-directional Contrastive Learning on Hypergraphs Dongjin Lee Kijung Shin 38 37 0 09 Jun 2022
DORA: Exploring Outlier Representations in Deep Neural Networks Kirill Bykov Mayukh Deb Dennis Grinwald Klaus-Robert Muller Marina M.-C. Höhne 27 12 0 09 Jun 2022
Neural Collapse: A Review on Modelling Principles and Generalization Vignesh Kothapalli 30 74 0 08 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 38 37 0 06 Jun 2022
MCD: Marginal Contrastive Discrimination for conditional density estimation Benjamin Riu 27 0 0 03 Jun 2022
Contrasting quadratic assignments for set-based representation learning A. Moskalev Ivan Sosnovik Volker Fischer A. Smeulders SSL 32 9 0 31 May 2022
CIGMO: Categorical invariant representations in a deep generative framework H. Hosoya GAN OCL 16 0 0 27 May 2022
Pick up the PACE: Fast and Simple Domain Adaptation via Ensemble Pseudo-Labeling Christopher Liao Theodoros Tsiligkaridis Brian Kulis VLM TTA OOD 27 3 0 26 May 2022
Triangular Contrastive Learning on Molecular Graphs MinGyu Choi Wonseok Shin Yijingxiu Lu Sun Kim 25 2 0 26 May 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 38 26 0 23 May 2022
Recent Advances in Embedding Methods for Multi-Object Tracking: A Survey Gaoang Wang Xiuming Zhang Lei Li VOT 61 15 0 22 May 2022
Residual Local Feature Network for Efficient Super-Resolution F. Kong Mingxi Li Songwei Liu Ding Liu Jingwen He Yang Bai Fangmin Chen Lean Fu SupR 23 153 0 16 May 2022
Self-supervised Assisted Active Learning for Skin Lesion Segmentation Ziyuan Zhao Wenjing Lu Zeng Zeng Kaixin Xu B. Veeravalli Cuntai Guan 31 8 0 14 May 2022
Embodied vision for learning object representations A. Aubret Céline Teulière Jochen Triesch OCL 35 1 0 12 May 2022
A Closer Look at Few-shot Image Generation Yunqing Zhao Henghui Ding Houjing Huang Ngai-man Cheung 36 73 0 08 May 2022
Masked Image Modeling Advances 3D Medical Image Analysis Zekai Chen Devansh Agarwal Kshitij Aggarwal Wiem Safta Samit Hirawat V. Sethuraman Mariann Micsinai Balan Kevin Brown 33 69 0 25 Apr 2022
Self-supervised Learning for Sonar Image Classification Alan Preciado-Grijalva Bilal Wehbe M. B. Firvida Matias Valdenegro-Toro SSL 38 16 0 20 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 24 4 0 18 Apr 2022
AutoFi: Towards Automatic WiFi Human Sensing via Geometric Self-Supervised Learning Jianfei Yang Xinyan Chen Han Zou Dazhuo Wang Lihua Xie 27 29 0 12 Apr 2022
CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment Detection Zhen Li Bing Xu Conghui Zhu T. Zhao 46 71 0 12 Apr 2022
Augmentation-Free Graph Contrastive Learning with Performance Guarantee Haonan Wang Jieyu Zhang Qi Zhu Wei Huang 30 31 0 11 Apr 2022
Contrastive Demonstration Tuning for Pre-trained Language Models Xiaozhuan Liang Ningyu Zhang Shuyang Cheng Zhenru Zhang Chuanqi Tan Huajun Chen VLM ALM VPVLM 47 9 0 09 Apr 2022
Leveraging triplet loss and nonlinear dimensionality reduction for on-the-fly channel charting Taha Yassine Luc Le Magoarou S. Paquelet M. Crussiére 36 12 0 04 Apr 2022
Making Pre-trained Language Models End-to-end Few-shot Learners with Contrastive Prompt Tuning Ziyun Xu Chengyu Wang Minghui Qiu Fuli Luo Runxin Xu Songfang Huang Jun Huang VLM 43 31 0 01 Apr 2022
Min-Max Similarity: A Contrastive Semi-Supervised Deep Learning Network for Surgical Tools Segmentation Ange Lou Kareem O. Tawfik X. Yao Ziteng Liu J. Noble 25 38 0 29 Mar 2022
Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu L. Chen Huansheng Ning Yaping Wan SSL HAI 30 30 0 23 Mar 2022
Towards Self-Supervised Gaze Estimation Arya Farkhondeh Cristina Palmero Simone Scardapane Sergio Escalera SSL 30 7 0 21 Mar 2022
The Sandbox Environment for Generalizable Agent Research (SEGAR) R. Devon Hjelm Bogdan Mazoure Florian Golemo Felipe Vieira Frujeri Mihai Jalobeanu Andrey Kolobov LLMAG LRM 24 1 0 19 Mar 2022