Beyond Just Vision: A Review on Self-Supervised Representation Learning
on Multimodal and Temporal Data

Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data

6 June 2022

Shohreh Deldari

Daniel V. Smith

Papers citing "Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data"

15 / 15 papers shown

Title
Unlocking Telemetry Potential: Self-Supervised Learning for Continuous Clinical Electrocardiogram Monitoring Thomas Kite Uzair Tahamid Siam Brian Ayers Nicholas Houstis Aaron D Aguirre 40 1 0 07 Jun 2024
Representation Learning for Wearable-Based Applications in the Case of Missing Data Janosch Jungo Yutong Xiang S. Gashi Christian Holz 29 1 0 08 Jan 2024
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Keli Zhang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 118 0 16 Oct 2023
Time-LLM: Time Series Forecasting by Reprogramming Large Language Models Ming Jin Shiyu Wang Lintao Ma Zhixuan Chu James Y. Zhang ... Pin-Yu Chen Keli Zhang Yuan-Fang Li Shirui Pan Qingsong Wen AI4TS 53 358 0 03 Oct 2023
Label-efficient Time Series Representation Learning: A Review Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 32 13 0 13 Feb 2023
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series Qianwen Meng Hangwei Qian Yong Liu Li-zhen Cui Yonghui Xu Zhiqi Shen AI4TS 31 33 0 02 Dec 2022
ColloSSL: Collaborative Self-Supervised Learning for Human Activity Recognition Yash Jain Chi Ian Tang Chulhong Min F. Kawsar Akhil Mathur SSL 24 53 0 01 Feb 2022
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 133 187 0 02 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 359 5,811 0 29 Apr 2021
Multimodal Self-Supervised Learning of General Audio Representations Luyu Wang Pauline Luc Adrià Recasens Jean-Baptiste Alayrac Aaron van den Oord SSL 78 41 0 26 Apr 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 251 577 0 22 Apr 2021
BYOL works even without batch statistics Pierre Harvey Richemond Jean-Bastien Grill Florent Altché Corentin Tallec Florian Strub ... Samuel L. Smith Soham De Razvan Pascanu Bilal Piot Michal Valko SSL 250 114 0 20 Oct 2020
Self-supervised Co-training for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 215 309 0 19 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 178 686 0 10 Oct 2020
Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Aaqib Saeed Flora D. Salim T. Ozcelebi J. Lukkien FedML SSL 101 99 0 25 Jul 2020