Title
Uncertainty-Aware Large Language Models for Explainable Disease Diagnosis Shuang Zhou Jiashuo Wang Zidu Xu Song Wang David Brauer ... Zaifu Zhan Yu Hou Mingquan Lin Genevieve B. Melton Rui Zhang 48 0 0 06 May 2025
Predicting Cardiopulmonary Exercise Testing Outcomes in Congenital Heart Disease Through Multi-modal Data Integration and Geometric Learning Muhammet Alkan G. Veldtman F. Deligianni 53 0 0 18 Mar 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
Comparing Deep Neural Network for Multi-Label ECG Diagnosis From Scanned ECG Cuong V. Nguyen Hieu X. Nguyen Dung D. Pham Minh Cuong D. Do 39 0 0 19 Feb 2025
Large Language Model Benchmarks in Medical Tasks Lawrence K. Q. Yan Ming Li Y. Zhang Caitlyn Heqi Yin Cheng Fei ... Ziqian Bi Pohsun Feng Keyu Chen Junyu Liu Qian Niu LM&MA AI4MH 53 6 0 28 Oct 2024
Teach Multimodal LLMs to Comprehend Electrocardiographic Images Ruoqi Liu Yuelin Bai Xiang Yue Ping Zhang 22 3 0 21 Oct 2024
Electrocardiogram-Language Model for Few-Shot Question Answering with Meta Learning Jialu Tang Tong Xia Yuan Lu Cecilia Mascolo Aaqib Saeed AI4MH 54 2 0 18 Oct 2024
Learning General Representation of 12-Lead Electrocardiogram with a Joint-Embedding Predictive Architecture Sehun Kim 31 1 0 11 Oct 2024
Estimation of Cardiac and Non-cardiac Diagnosis from Electrocardiogram Features Juan Miguel Lopez Alcaraz Nils Strodthoff 19 2 0 30 Aug 2024
Estimating ECG Intervals from Lead-I Alone: External Validation of Supervised Models Ridwan Alam Collin M. Stultz 24 0 0 12 Aug 2024
MambaCapsule: Towards Transparent Cardiac Disease Diagnosis with Electrocardiography Using Mamba Capsule Network Yinlong Xu Xiaoqiang Liu Zitai Kong YiXuan Wu Yue Wang Yingzhou Lu Hong-Yan Gao Jian Wu Hongxia Xu Mamba 29 6 0 30 Jul 2024
Multi-Channel Masked Autoencoder and Comprehensive Evaluations for Reconstructing 12-Lead ECG from Arbitrary Single-Lead ECG Jiarong Chen Wanqing Wu Tong Liu Shenda Hong 19 2 0 16 Jul 2024
SSSD-ECG-nle: New Label Embeddings with Structured State-Space Models for ECG generation Sergey Skorik A. Avetisyan DiffM MedIm 44 0 0 15 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
Unlocking Telemetry Potential: Self-Supervised Learning for Continuous Clinical Electrocardiogram Monitoring Thomas Kite Uzair Tahamid Siam Brian Ayers Nicholas Houstis Aaron D Aguirre 32 1 0 07 Jun 2024
Self-Trained Model for ECG Complex Delineation A. Avetisyan Nikolas Khachaturov A. Asatryan Shahane Tigranyan Yury Markin 26 0 0 04 Jun 2024
Modally Reduced Representation Learning of Multi-Lead ECG Signals through Simultaneous Alignment and Reconstruction Nabil Ibtehaz Masood S. Mortazavi 21 0 0 24 May 2024
Privacy-Preserving Edge Federated Learning for Intelligent Mobile-Health Systems Amin Aminifar Matin Shokri Amir Aminifar FedML 31 8 0 09 May 2024
SleepPPG-Net2: Deep learning generalization for sleep staging from photoplethysmography Shirel Attia Revital Shani Hershkovich Alissa Tabakhov Angeleene Ang Sharon Haimov Riva Tauman Joachim A. Behar 37 2 0 10 Apr 2024
Exploring the limitations of blood pressure estimation using the photoplethysmography signal F. M. Dias D. Cárdenas Marcelo A. F. Toledo Filipe A. C. Oliveira Estela Ribeiro J. Krieger Marco A. Gutierrez 29 0 0 09 Apr 2024
On the Feasibility of Deep Learning Classification from Raw Signal Data in Radiology, Ultrasonography and Electrophysiology S. Enyedi MedIm 19 0 0 25 Feb 2024
Transfer Learning in ECG Diagnosis: Is It Effective? Cuong V. Nguyen Cuong D. Do 22 7 0 03 Feb 2024
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram Yeongyeon Na Minje Park Yunwon Tae S. Joo 27 24 0 02 Feb 2024
RawECGNet: Deep Learning Generalization for Atrial Fibrillation Detection from the Raw ECG N. Ben-Moshe K. Tsutsui Shany Biton Brimer L. Sörnmo Joachim A. Behar 30 6 0 26 Dec 2023
Bayesian ECG reconstruction using denoising diffusion generative models Gabriel Victorino Cardoso Lisa Bedin J. Duchâteau Rémi Dubois Eric Moulines DiffM 27 2 0 18 Dec 2023
Prospects for AI-Enhanced ECG as a Unified Screening Tool for Cardiac and Non-Cardiac Conditions -- An Explorative Study in Emergency Care Nils Strodthoff Juan Miguel Lopez Alcaraz Wilhelm Haverkamp 19 0 0 18 Dec 2023
Deep Learning Models for Arrhythmia Classification Using Stacked Time-frequency Scalogram Images from ECG Signals Parshuram N. Aarotale A. Rattani 11 0 0 01 Dec 2023
Riemannian Prediction of Anatomical Diagnoses in Congenital Heart Disease based on 12-lead ECGs Muhammet Alkan G. Veldtman F. Deligianni 11 1 0 27 Nov 2023
MPCNN: A Novel Matrix Profile Approach for CNN-based Sleep Apnea Classification Hieu X. Nguyen Duong V. Nguyen Hieu H. Pham Cuong D. Do 24 1 0 25 Nov 2023
Exploring Best Practices for ECG Pre-Processing in Machine Learning Amir Salimi S. Kalmady Abram Hindle Osmar Zaiane Padma Kaul 21 3 0 02 Nov 2023
MELEP: A Novel Predictive Measure of Transferability in Multi-Label ECG Diagnosis Cuong V. Nguyen H. Duong Cuong D.Do 20 4 0 27 Oct 2023
End-to-end Risk Prediction of Atrial Fibrillation from the 12-Lead ECG by Deep Neural Networks Theogene Habineza Antônio H. Ribeiro Daniel Gedon Joachim A. Behar A. L. Ribeiro Thomas B. Schon 14 7 0 28 Sep 2023
Masked Transformer for Electrocardiogram Classification Ya Zhou Xiaolin Diao Yanni Huo Yang Liu Xiaohan Fan Wei-Ye Zhao MedIm 27 2 0 31 Aug 2023
Towards quantitative precision for ECG analysis: Leveraging state space models, self-supervision and patient metadata Temesgen Mehari Nils Strodthoff 21 17 0 29 Aug 2023
Optimizing Neural Network Scale for ECG Classification ByeongTak Lee Yong-Yeon Jo Joon-Myoung Kwon 11 1 0 24 Aug 2023
Enhancing ECG Analysis of Implantable Cardiac Monitor Data: An Efficient Pipeline for Multi-Label Classification Amnon Bleich A. Linnemann Benjamin Jaidi B. Diem Tim Conrad 16 0 0 12 Jul 2023
Semi-Supervised Learning for Multi-Label Cardiovascular Diseases Prediction:A Multi-Dataset Study Rushuang Zhou Lei Lu Zijun Liu Ting Xiang Zhen Liang David A. Clifton Yining Dong Yuanyuan Zhang 41 10 0 18 Jun 2023
Multi-Classification using One-versus-One Deep Learning Strategy with Joint Probability Estimates Anthony Hei Long Chan Raymond H Chan Lingjia Dai 8 0 0 16 Jun 2023
ElectroCardioGuard: Preventing Patient Misidentification in Electrocardiogram Databases through Neural Networks Michal Seják Jakub Sido David Zahour 13 2 0 09 Jun 2023
Transforming ECG Diagnosis:An In-depth Review of Transformer-based DeepLearning Models in Cardiovascular Disease Detection Zibin Zhao MedIm 16 10 0 02 Jun 2023
Explaining Deep Learning for ECG Analysis: Building Blocks for Auditing and Knowledge Discovery Patrick Wagner Temesgen Mehari Wilhelm Haverkamp Nils Strodthoff 36 18 0 26 May 2023
Deep Neural Networks Generalization and Fine-Tuning for 12-lead ECG Classification A. Avetisyan Shahane Tigranyan A. Asatryan O. Mashkova Sergey Skorik V. Ananev Yury Markin LM&MA 22 5 0 19 May 2023
In-Distribution and Out-of-Distribution Self-supervised ECG Representation Learning for Arrhythmia Detection S. Soltanieh J. Hashemi Ali Etemad 27 11 0 13 Apr 2023
Deep learning based ECG segmentation for delineation of diverse arrhythmias Chankyu Joung Mijin Kim Taejin Paik S. Kong Seung-Young Oh ... Joong-Sik Hong Wan-Joong Kim Woong Kook M. Cha Otto van Koert 16 5 0 13 Apr 2023
Benchmarking the Impact of Noise on Deep Learning-based Classification of Atrial Fibrillation in 12-Lead ECG Theresa Bender Philip Gemke Ennio Idrobo-Ávila Henning Dathe D. Krefting Nicolai Spicher 9 2 0 24 Mar 2023
Effectively Modeling Time Series with Simple Discrete State Spaces Michael Zhang Khaled Kamal Saab Michael Poli Tri Dao Karan Goel Christopher Ré AI4TS 22 45 0 16 Mar 2023
Machine learning-based detection of cardiovascular disease using ECG signals: performance vs. complexity H. Pham K. Egorov Alexey Kazakov S. Budennyy 19 6 0 10 Mar 2023
Searching for Effective Neural Network Architectures for Heart Murmur Detection from Phonocardiogram Hao Wen Ji-Su Kang 19 7 0 06 Mar 2023
MVMTnet: A Multi-variate Multi-modal Transformer for Multi-class Classification of Cardiac Irregularities Using ECG Waveforms and Clinical Notes Ankur Samanta Mark Karlov Meghna Ravikumar Christian McIntosh Clarke Jayakumar Rajadas Kaveh Hassani 15 1 0 21 Feb 2023
MVKT-ECG: Efficient Single-lead ECG Classification on Multi-Label Arrhythmia by Multi-View Knowledge Transferring Yuzhen Qin Li Sun Hui Chen Wei-Qiang Zhang Wenming Yang Jintao Fei Guijin Wang 26 14 0 28 Jan 2023