Large Scale Time-Series Representation Learning via Simultaneous Low and High Frequency Feature Bootstrapping

24 April 2022

Papers citing "Large Scale Time-Series Representation Learning via Simultaneous Low and High Frequency Feature Bootstrapping"

29 / 29 papers shown

Title
S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models Tiezhi Wang Nils Strodthoff 52 5 0 10 Oct 2023
Improving the Efficiency of Transformers for Resource-Constrained Devices Hamid Tabani Ajay Balasubramaniam Shabbir Marzban Elahe Arani Bahram Zonooz 49 21 0 30 Jun 2021
Time-Series Representation Learning via Temporal and Contextual Contrasting Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan AI4TS 62 494 0 26 Jun 2021
A Comprehensive Survey of Scene Graphs: Generation and Application Xiaojun Chang Pengzhen Ren Pengfei Xu Zhihui Li Xiaojiang Chen Alexander G. Hauptmann 3DV 79 229 0 17 Mar 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 191 2,321 0 04 Mar 2021
SelfHAR: Improving Human Activity Recognition through Self-training with Unlabeled Data Chi Ian Tang I. Perez-Pozuelo Dimitris Spathis S. Brage N. Wareham Cecilia Mascolo SSL HAI VLM 32 91 0 11 Feb 2021
Sequence-to-Sequence Contrastive Learning for Text Recognition Aviad Aberdam Ron Litman Shahar Tsiper Oron Anschel Ron Slossberg Shai Mazor R. Manmatha Pietro Perona 52 104 0 20 Dec 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 154 3,992 0 20 Nov 2020
An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Brian Kenji Iwana S. Uchida AI4TS 40 499 0 31 Jul 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 86 1,604 0 15 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 247 6,718 0 13 Jun 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 158 18,523 0 13 Feb 2020
Self-supervised ECG Representation Learning for Emotion Recognition Pritam Sarkar Ali Etemad SSL 32 265 0 04 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 83 11,959 0 13 Nov 2019
DEVDAN: Deep Evolving Denoising Autoencoder Andri Ashfahani Mahardhika Pratama E. Lughofer Yew-Soon Ong 49 98 0 08 Oct 2019
Surface Type Classification for Autonomous Robot Indoor Navigation Francesco Lomio Erjon Skenderi Damoon Mohamadi J. Collin R. Ghabcheloo H. Huttunen 32 13 0 01 May 2019
Unsupervised Scalable Representation Learning for Multivariate Time Series Jean-Yves Franceschi Aymeric Dieuleveut Martin Jaggi SSL AI4TS 39 449 0 30 Jan 2019
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 204 10,152 0 10 Jul 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 178 3,272 0 21 Mar 2018
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun DRL 67 4,759 0 04 Mar 2018
Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction Richard Y. Zhang Phillip Isola Alexei A. Efros SSL DRL 44 667 0 29 Nov 2016
Temporal Convolutional Networks for Action Segmentation and Detection Colin S. Lea Michael D. Flynn René Vidal A. Reiter Gregory Hager 73 1,478 0 16 Nov 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 29 5,277 0 25 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 119 2,965 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 99 3,524 0 28 Mar 2016
Multi-layer Representation Learning for Medical Concepts Edward Choi M. T. Bahadori Elizabeth Searles Catherine Coffey Jimeng Sun SSL AI4TS 31 505 0 17 Feb 2016
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 332 16,972 0 20 Dec 2013
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 260 33,445 0 16 Oct 2013
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 142 12,384 0 24 Jun 2012