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"

12 / 12 papers shown

Title
Representation Learning for Wearable-Based Applications in the Case of Missing Data Janosch Jungo Yutong Xiang S. Gashi Christian Holz 22 1 0 08 Jan 2024
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 31 116 0 16 Oct 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 13 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 17 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 114 187 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 303 5,761 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 70 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 Yin Cui Boqing Gong ViT 240 577 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 242 114 0 20 Oct 2020
Self-supervised Co-training for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 204 307 0 19 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy A. Smeaton SSL AI4TS 164 684 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 93 98 0 25 Jul 2020