CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients

27 May 2020

Papers citing "CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients"

50 / 93 papers shown

Title
Leveraging Self-Supervised Learning Methods for Remote Screening of Subjects with Paroxysmal Atrial Fibrillation A. Atienza G. Manimaran S. Puthusserypady Helena Domínguez Peter K. Jacobsen J. Bardram 58 0 0 04 Mar 2025
ECG-EmotionNet: Nested Mixture of Expert (NMoE) Adaptation of ECG-Foundation Model for Driver Emotion Recognition Nastaran Mansourian Arash Mohammadi M. Omair Ahmad M. Swamy MoE 31 0 0 03 Mar 2025
Parallel-Learning of Invariant and Tempo-variant Attributes of Single-Lead Cardiac Signals: PLITA A. Atienza J. Bardram S. Puthusserypady 33 0 0 28 Feb 2025
CuPID: Leveraging Masked Single-Lead ECG Modelling for Enhancing the Representations A. Atienza G. Manimaran J. Bardram S. Puthusserypady 39 0 0 28 Feb 2025
Shifting the Paradigm: A Diffeomorphism Between Time Series Data Manifolds for Achieving Shift-Invariancy in Deep Learning B. U. Demirel Christian Holz OOD AI4TS 72 0 0 27 Feb 2025
SuPreME: A Supervised Pre-training Framework for Multimodal ECG Representation Learning Mingsheng Cai Jiuming Jiang Wenhao Huang Che Liu Rossella Arcucci AI4TS 42 0 0 27 Feb 2025
Knowledge-enhanced Multimodal ECG Representation Learning with Arbitrary-Lead Inputs Che Liu C. Ouyang Zhongwei Wan Haozhe Wang Wenjia Bai Rossella Arcucci 58 1 0 25 Feb 2025
Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model Jiarui Jin Haoyu Wang Hongyan Li Jun Yu Li Jiahui Pan Shenda Hong 41 5 0 15 Feb 2025
MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification Wei Fan Jingru Fei Dingyu Guo Kun Yi Xiaozhuang Song Haolong Xiang Hangting Ye Min Li AI4TS 93 1 0 06 Feb 2025
ECG-Byte: A Tokenizer for End-to-End Generative Electrocardiogram Language Modeling William Jongwon Han Chaojing Duan M. Rosenberg Emerson Liu Ding Zhao 67 0 0 18 Dec 2024
Wearable Accelerometer Foundation Models for Health via Knowledge Distillation Salar Abbaspourazad Anshuman Mishra Joseph D. Futoma Andrew C. Miller Ian Shapiro 88 0 0 15 Dec 2024
Finding "Good Views" of Electrocardiogram Signals for Inferring Abnormalities in Cardiac Condition Hyewon Jeong Suyeol Yun Hammaad Adam 63 0 0 11 Nov 2024
PaPaGei: Open Foundation Models for Optical Physiological Signals Arvind Pillai Dimitris Spathis F. Kawsar Mohammad Malekzadeh VLM 37 7 0 27 Oct 2024
Considerations for Distribution Shift Robustness of Diagnostic Models in Healthcare Arno Blaas Adam Goliñski Andrew C. Miller Luca Zappella J. Jacobsen Christina Heinze-Deml OOD 23 0 0 25 Oct 2024
Contrastive random lead coding for channel-agnostic self-supervision of biosignals Thea Brusch Mikkel N. Schmidt T. S. Alstrøm SSL 11 0 0 21 Oct 2024
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis Shiyu Wang Jiawei Li X. Shi Zhou Ye Baichuan Mo Wenze Lin Shengtong Ju Zhixuan Chu Ming Jin AI4TS 38 9 0 21 Oct 2024
Dynamic Contrastive Learning for Time Series Representation Abdul-Kazeem Shamba Kerstin Bach Gavin Taylor AI4TS 29 0 0 20 Oct 2024
Electrocardiogram-Language Model for Few-Shot Question Answering with Meta Learning Jialu Tang Tong Xia Yuan Lu Cecilia Mascolo Aaqib Saeed AI4MH 52 2 0 18 Oct 2024
StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast Yu Wu Ting Dang Dimitris Spathis Hong Jia Cecilia Mascolo AI4TS 23 1 0 14 Oct 2024
Learning General Representation of 12-Lead Electrocardiogram with a Joint-Embedding Predictive Architecture Sehun Kim 25 1 0 11 Oct 2024
Estimating ECG Intervals from Lead-I Alone: External Validation of Supervised Models Ridwan Alam Collin M. Stultz 14 0 0 12 Aug 2024
Contrastive Learning Is Not Optimal for Quasiperiodic Time Series A. Atienza J. Bardram S. Puthusserypady BDL AI4TS 33 2 0 24 Jul 2024
Multi-modal Masked Siamese Network Improves Chest X-Ray Representation Learning Saeed Shurrab Alejandro Guerra-Manzanares Farah E. Shamout 26 1 0 05 Jul 2024
Computation-Efficient Semi-Supervised Learning for ECG-based Cardiovascular Diseases Detection Rushuang Zhou Zijun Liu Lei A. Clifton David A. Clifton Kannie W. Y. Chan Yuan-Ting Zhang Yining Dong 31 0 0 20 Jun 2024
Efficient Multi-View Fusion and Flexible Adaptation to View Missing in Cardiovascular System Signals Qihan Hu Daomiao Wang Hong Wu Jian Liu Cuiwei Yang 33 0 0 13 Jun 2024
Unlocking Telemetry Potential: Self-Supervised Learning for Continuous Clinical Electrocardiogram Monitoring Thomas Kite Uzair Tahamid Siam Brian Ayers Nicholas Houstis Aaron D Aguirre 29 1 0 07 Jun 2024
Denoising-Aware Contrastive Learning for Noisy Time Series Shuang Zhou Daochen Zha Xiao Shen Xiao Shi Huang Rui Zhang Fu-Lai Chung AI4TS 32 0 0 07 Jun 2024
An Unsupervised Approach for Periodic Source Detection in Time Series B. U. Demirel Christian Holz AI4TS 42 1 0 01 Jun 2024
Contrasting Multiple Representations with the Multi-Marginal Matching Gap Zoe Piran Michal Klein James Thornton Marco Cuturi 38 2 0 29 May 2024
SleepFM: Multi-modal Representation Learning for Sleep Across Brain Activity, ECG and Respiratory Signals Rahul Thapa Bryan He Magnus Ruud Kjær IV HyattE.Moore Gauri Ganjoo Emmanuel Mignot James Y. Zou 22 12 0 28 May 2024
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological Text Han Yu Peikun Guo Akane Sano 34 15 0 26 May 2024
Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification Yihe Wang Nan Huang Taida Li Yujun Yan Xiang Zhang MedIm AI4TS 30 21 0 24 May 2024
NERULA: A Dual-Pathway Self-Supervised Learning Framework for Electrocardiogram Signal Analysis G. Manimaran S. Puthusserypady Helena Domínguez A. Atienza J. Bardram 30 1 0 21 May 2024
UniCL: A Universal Contrastive Learning Framework for Large Time Series Models Jiawei Li Jingshu Peng Haoyang Li Lei Chen AI4TS 46 3 0 17 May 2024
Joint Contrastive Learning with Feature Alignment for Cross-Corpus EEG-based Emotion Recognition Qile Liu Zhihao Zhou Jiyuan Wang Zhen Liang 32 1 0 15 Apr 2024
Self-Supervised Learning for Time Series: Contrastive or Generative? Ziyu Liu Azadeh Alavi Minyi Li Xiang Zhang AI4TS 48 7 0 14 Mar 2024
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement Che Liu Zhongwei Wan Ouyang Cheng Anand Shah Wenjia Bai Rossella Arcucci 35 28 0 11 Mar 2024
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram Yeongyeon Na Minje Park Yunwon Tae S. Joo 25 24 0 02 Feb 2024
Soft Contrastive Learning for Time Series Seunghan Lee Taeyoung Park Kibok Lee AI4TS 27 19 0 27 Dec 2023
Event-Based Contrastive Learning for Medical Time Series Hyewon Jeong Nassim Oufattole Matthew B. A. McDermott Aparna Balagopalan P. Chandak Marzyeh Ghassemi Collin M. Stultz 21 4 0 16 Dec 2023
Large-scale Training of Foundation Models for Wearable Biosignals Salar Abbaspourazad Oussama Elachqar Andrew C. Miller S. Emrani Udhyakumar Nallasamy Ian Shapiro 23 30 0 08 Dec 2023
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 30 0 0 01 Dec 2023
A Supervised Contrastive Learning Pretrain-Finetune Approach for Time Series Trang H. Tran Lam M. Nguyen Kyongmin Yeo Nam H. Nguyen Roman Vaculin AI4TS 24 0 0 21 Nov 2023
On the Importance of Step-wise Embeddings for Heterogeneous Clinical Time-Series Rita Kuznetsova Alizée Pace Manuel Burger Hugo Yèche Gunnar Rätsch AI4TS 27 5 0 15 Nov 2023
REBAR: Retrieval-Based Reconstruction for Time-series Contrastive Learning Maxwell A. Xu Alexander Moreno Hui Wei Benjamin M. Marlin James M. Rehg AI4TS SSL 26 11 0 01 Nov 2023
Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series Yihe Wang Yu Han Haishuai Wang Xiang Zhang AI4TS 22 46 0 21 Oct 2023
T-Rep: Representation Learning for Time Series using Time-Embeddings Archibald Fraikin Adrien Bennetot S. Allassonnière AI4TS 15 10 0 06 Oct 2023
ECG-SL: Electrocardiogram(ECG) Segment Learning, a deep learning method for ECG signal Han Yu Huiyuan Yang Akane Sano 20 1 0 01 Oct 2023
Finding Order in Chaos: A Novel Data Augmentation Method for Time Series in Contrastive Learning B. U. Demirel Christian Holz AI4TS 24 18 0 23 Sep 2023
Frequency-Aware Masked Autoencoders for Multimodal Pretraining on Biosignals Ran Liu Ellen L. Zippi Hadi Pouransari Chris Sandino Jingping Nie Hanlin Goh Erdrin Azemi Ali Moin 31 12 0 12 Sep 2023