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ECG Heartbeat Classification: A Deep Transferable Representation

ECG Heartbeat Classification: A Deep Transferable Representation

19 April 2018
Mohammad Kachuee
Shayan Fazeli
Majid Sarrafzadeh
ArXivPDFHTML

Papers citing "ECG Heartbeat Classification: A Deep Transferable Representation"

50 / 79 papers shown
Title
P2W: From Power Traces to Weights Matrix -- An Unconventional Transfer Learning Approach
P2W: From Power Traces to Weights Matrix -- An Unconventional Transfer Learning Approach
Roozbeh Siyadatzadeh
Fatemeh Mehrafrooz
Nele Mentens
Todor Stefanov
53
0
0
24 Feb 2025
MedFuncta: Modality-Agnostic Representations Based on Efficient Neural Fields
MedFuncta: Modality-Agnostic Representations Based on Efficient Neural Fields
Paul Friedrich
Florentin Bieder
P. Cattin
MedIm
104
0
0
20 Feb 2025
High quality ECG dataset based on MIT-BIH recordings for improved
  heartbeats classification
High quality ECG dataset based on MIT-BIH recordings for improved heartbeats classification
Ahmed. S Benmessaoud
Farida Medjani
Yahia Bousseloub
Khalid Bouaita
Dhia Benrahem
Tahar Kezai
19
4
0
27 Oct 2024
Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time
  Series Classification on Microcontrollers
Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time Series Classification on Microcontrollers
Riya Samanta
Bidyut Saha
S. K. Ghosh
Ram Babu Roy
21
3
0
17 Sep 2024
TinyTNAS: GPU-Free, Time-Bound, Hardware-Aware Neural Architecture
  Search for TinyML Time Series Classification
TinyTNAS: GPU-Free, Time-Bound, Hardware-Aware Neural Architecture Search for TinyML Time Series Classification
Bidyut Saha
Riya Samanta
S. K. Ghosh
Ram Babu Roy
44
3
0
29 Aug 2024
TM-PATHVQA:90000+ Textless Multilingual Questions for Medical Visual
  Question Answering
TM-PATHVQA:90000+ Textless Multilingual Questions for Medical Visual Question Answering
Tonmoy Rajkhowa
Amartya Roy Chowdhury
Sankalp Nagaonkar
A. Tripathi
11
0
0
16 Jul 2024
Enhancing Electrocardiogram Signal Analysis Using NLP-Inspired
  Techniques: A Novel Approach with Embedding and Self-Attention
Enhancing Electrocardiogram Signal Analysis Using NLP-Inspired Techniques: A Novel Approach with Embedding and Self-Attention
Prapti Ganguly
Wazib Ansar
Amlan Chakrabarti
22
0
0
15 Jul 2024
Are EEG Sequences Time Series? EEG Classification with Time Series
  Models and Joint Subject Training
Are EEG Sequences Time Series? EEG Classification with Time Series Models and Joint Subject Training
Johannes Burchert
Thorben Werner
Vijaya Krishna Yalavarthi
Diego Coello de Portugal
Maximilian Stubbemann
Lars Schmidt-Thieme
32
1
0
10 Apr 2024
Lightweight Inference for Forward-Forward Algorithm
Lightweight Inference for Forward-Forward Algorithm
Amin Aminifar
Baichuan Huang
Azra Abtahi
Amir Aminifar
64
3
0
08 Apr 2024
Towards Diverse Perspective Learning with Selection over Multiple
  Temporal Poolings
Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings
Jihyeon Seong
Jungmin Kim
Jaesik Choi
AI4TS
50
1
0
14 Mar 2024
Time Series Diffusion in the Frequency Domain
Time Series Diffusion in the Frequency Domain
Jonathan Crabbé
Nicolas Huynh
Jan Stanczuk
M. Schaar
DiffM
55
11
0
08 Feb 2024
TemporalAugmenter: An Ensemble Recurrent Based Deep Learning Approach
  for Signal Classification
TemporalAugmenter: An Ensemble Recurrent Based Deep Learning Approach for Signal Classification
Nelly Elsayed
Constantinos L. Zekios
Navid Asadizanjani
Zag ElSayed
21
0
0
13 Jan 2024
BioDiffusion: A Versatile Diffusion Model for Biomedical Signal
  Synthesis
BioDiffusion: A Versatile Diffusion Model for Biomedical Signal Synthesis
Xiaomin Li
Mykhailo Sakevych
G. Atkinson
V. Metsis
MedIm
38
9
0
12 Jan 2024
ECGformer: Leveraging transformer for ECG heartbeat arrhythmia
  classification
ECGformer: Leveraging transformer for ECG heartbeat arrhythmia classification
Taymaz Akan
Sait Alp
M. A. N. Bhuiyan
18
12
0
06 Jan 2024
Graph Neural Networks for Topological Feature Extraction in ECG
  Classification
Graph Neural Networks for Topological Feature Extraction in ECG Classification
Kamyar Zeinalipour
Marco Gori
17
4
0
02 Nov 2023
Adversarial Anomaly Detection using Gaussian Priors and Nonlinear
  Anomaly Scores
Adversarial Anomaly Detection using Gaussian Priors and Nonlinear Anomaly Scores
Fiete Lüer
Tobias Weber
Maxim Dolgich
Christian Böhm
36
1
0
27 Oct 2023
EKGNet: A 10.96μW Fully Analog Neural Network for Intra-Patient
  Arrhythmia Classification
EKGNet: A 10.96μW Fully Analog Neural Network for Intra-Patient Arrhythmia Classification
B. Haghi
Lin Ma
Sahin Lale
A. Anandkumar
Azita Emami
21
0
0
24 Oct 2023
Expert enhanced dynamic time warping based anomaly detection
Expert enhanced dynamic time warping based anomaly detection
Matej Kloska
Gabriela Grmanová
Viera Rozinajová
31
20
0
02 Oct 2023
Scaling Representation Learning from Ubiquitous ECG with State-Space
  Models
Scaling Representation Learning from Ubiquitous ECG with State-Space Models
Kleanthis Avramidis
Dominika Kunc
Bartosz Perz
Kranti Adsul
Tiantian Feng
Przemyslaw Kazienko
Stanisław Saganowski
Shrikanth Narayanan
AI4TS
43
3
0
26 Sep 2023
ECGNet: A generative adversarial network (GAN) approach to the synthesis
  of 12-lead ECG signals from single lead inputs
ECGNet: A generative adversarial network (GAN) approach to the synthesis of 12-lead ECG signals from single lead inputs
Max Bagga
Hyunbae Jeon
Alex Issokson
26
2
0
23 Sep 2023
ECGBERT: Understanding Hidden Language of ECGs with Self-Supervised
  Representation Learning
ECGBERT: Understanding Hidden Language of ECGs with Self-Supervised Representation Learning
Seokmin Choi
Sajad Mousavi
Phillip Si
Haben Yhdego
Fatemeh Khadem
Fatemeh Afghah
SSL
54
3
0
10 Jun 2023
DiffECG: A Versatile Probabilistic Diffusion Model for ECG Signals
  Synthesis
DiffECG: A Versatile Probabilistic Diffusion Model for ECG Signals Synthesis
Nour Neifar
A. Ben-Hamadou
Afef Mdhaffar
M. Jmaiel
DiffM
54
7
0
02 Jun 2023
A Novel real-time arrhythmia detection model using YOLOv8
A Novel real-time arrhythmia detection model using YOLOv8
Guang Jun Nicholas Ang
Aritejh Kr Goil
Henryk Chan
Jieyi Jeric Lew
Xin Chun Lee
Raihan Bin Ahmad Mustaffa
Timotius Jason
Ze Ting Woon
Bingquan Shen
34
5
0
26 May 2023
PulseNet: Deep Learning ECG-signal classification using random
  augmentation policy and continous wavelet transform for canines
PulseNet: Deep Learning ECG-signal classification using random augmentation policy and continous wavelet transform for canines
Andre Dourson
R. Santilli
F. Marchesotti
Jennifer Schneiderman
Oliver Roman Stiel
...
Michael Fitzke
Norbert Sithirangathan
Emil Walleser
Xiaoli Qiao
Mark Parkinson
20
1
0
17 May 2023
Evaluating the Robustness of Interpretability Methods through
  Explanation Invariance and Equivariance
Evaluating the Robustness of Interpretability Methods through Explanation Invariance and Equivariance
Jonathan Crabbé
M. Schaar
AAML
29
6
0
13 Apr 2023
Explainable AI for Time Series via Virtual Inspection Layers
Explainable AI for Time Series via Virtual Inspection Layers
Johanna Vielhaben
Sebastian Lapuschkin
G. Montavon
Wojciech Samek
XAI
AI4TS
37
26
0
11 Mar 2023
EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models
EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models
Hongyi Yuan
Songchi Zhou
Sheng Yu
DiffM
MedIm
37
16
0
10 Mar 2023
Information Theory Inspired Pattern Analysis for Time-series Data
Information Theory Inspired Pattern Analysis for Time-series Data
Yushan Huang
Yuchen Zhao
Alexander Capstick
Francesca Palermo
Hamed Haddadi
Payam Barnaghi
AI4TS
34
1
0
22 Feb 2023
Cross-center Early Sepsis Recognition by Medical Knowledge Guided
  Collaborative Learning for Data-scarce Hospitals
Cross-center Early Sepsis Recognition by Medical Knowledge Guided Collaborative Learning for Data-scarce Hospitals
Ruiqing Ding
Fang-Ning Rong
Xiao Han
Leye Wang
35
4
0
11 Feb 2023
Spectral Cross-Domain Neural Network with Soft-adaptive Threshold
  Spectral Enhancement
Spectral Cross-Domain Neural Network with Soft-adaptive Threshold Spectral Enhancement
Che Liu
Sibo Cheng
Weiping Ding
Rossella Arcucci
47
9
0
10 Jan 2023
Learning to Select Prototypical Parts for Interpretable Sequential Data
  Modeling
Learning to Select Prototypical Parts for Interpretable Sequential Data Modeling
Yifei Zhang
Nengneng Gao
Cunqing Ma
36
6
0
07 Dec 2022
Data-Adaptive Discriminative Feature Localization with Statistically
  Guaranteed Interpretation
Data-Adaptive Discriminative Feature Localization with Statistically Guaranteed Interpretation
Ben Dai
Xiaotong Shen
Lingzhi Chen
Chunlin Li
Wei Pan
FAtt
26
1
0
18 Nov 2022
Leveraging Statistical Shape Priors in GAN-based ECG Synthesis
Leveraging Statistical Shape Priors in GAN-based ECG Synthesis
Nour Neifar
A. Ben-Hamadou
Afef Mdhaffar
M. Jmaiel
Bernd Freisleben
GAN
23
11
0
22 Oct 2022
Hierarchical Deep Learning with Generative Adversarial Network for
  Automatic Cardiac Diagnosis from ECG Signals
Hierarchical Deep Learning with Generative Adversarial Network for Automatic Cardiac Diagnosis from ECG Signals
Zekai Wang
S. Stavrakis
B. Yao
GAN
16
54
0
19 Oct 2022
Concept Activation Regions: A Generalized Framework For Concept-Based
  Explanations
Concept Activation Regions: A Generalized Framework For Concept-Based Explanations
Jonathan Crabbé
M. Schaar
62
47
0
22 Sep 2022
Survey of Machine Learning Techniques To Predict Heartbeat Arrhythmias
Survey of Machine Learning Techniques To Predict Heartbeat Arrhythmias
S. Armstrong
11
1
0
22 Aug 2022
ME-GAN: Learning Panoptic Electrocardio Representations for Multi-view
  ECG Synthesis Conditioned on Heart Diseases
ME-GAN: Learning Panoptic Electrocardio Representations for Multi-view ECG Synthesis Conditioned on Heart Diseases
Jintai Chen
Kuan-Yu Liao
Kun Wei
Haochao Ying
Danny Chen
Jian Wu
MedIm
23
18
0
21 Jul 2022
Semi-unsupervised Learning for Time Series Classification
Semi-unsupervised Learning for Time Series Classification
Padraig Davidson
M. Steininger
A. Huhn
Anna Krause
Andreas Hotho
33
1
0
07 Jul 2022
ECG Heartbeat classification using deep transfer learning with
  Convolutional Neural Network and STFT technique
ECG Heartbeat classification using deep transfer learning with Convolutional Neural Network and STFT technique
Min Cao
Tianqi Zhao
Yanxun Li
Wenhao Zhang
P. Benharash
Ramin Ramezani
45
27
0
28 Jun 2022
ECG beat classification using machine learning and pre-trained
  convolutional neural networks
ECG beat classification using machine learning and pre-trained convolutional neural networks
N. Gai
20
4
0
14 Jun 2022
Analysis of Augmentations for Contrastive ECG Representation Learning
Analysis of Augmentations for Contrastive ECG Representation Learning
S. Soltanieh
Ali Etemad
J. Hashemi
SSL
29
19
0
30 May 2022
Development of Interpretable Machine Learning Models to Detect
  Arrhythmia based on ECG Data
Development of Interpretable Machine Learning Models to Detect Arrhythmia based on ECG Data
Shourya Verma
FAtt
33
3
0
05 May 2022
Lead-agnostic Self-supervised Learning for Local and Global
  Representations of Electrocardiogram
Lead-agnostic Self-supervised Learning for Local and Global Representations of Electrocardiogram
Jungwoo Oh
Hyunseung Chung
Joon-Myoung Kwon
Dongwoo Hong
Edward Choi
SSL
11
34
0
14 Mar 2022
Real-time privacy preserving disease diagnosis using ECG signal
Real-time privacy preserving disease diagnosis using ECG signal
G. Miao
A. Ding
Samuel S. Wu
11
2
0
08 Feb 2022
SIM-ECG: A Signal Importance Mask-driven ECGClassification System
SIM-ECG: A Signal Importance Mask-driven ECGClassification System
K. Dharma
Chicheng Zhang
C. Gniady
P. Agarwal
Sushil Sharma
34
0
0
28 Oct 2021
A Regularization Method to Improve Adversarial Robustness of Neural
  Networks for ECG Signal Classification
A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal Classification
Linhai Ma
Liang Liang
31
21
0
19 Oct 2021
ECG-ATK-GAN: Robustness against Adversarial Attacks on ECGs using
  Conditional Generative Adversarial Networks
ECG-ATK-GAN: Robustness against Adversarial Attacks on ECGs using Conditional Generative Adversarial Networks
Khondker Fariha Hossain
Sharif Amit Kamran
Alireza Tavakkoli
Xingjun Ma
AAML
38
4
0
17 Oct 2021
Application of Adversarial Examples to Physical ECG Signals
Application of Adversarial Examples to Physical ECG Signals
Taiga Ono
Takeshi Sugawara
Jun Sakuma
Tatsuya Mori
AAML
23
1
0
20 Aug 2021
Snippet Policy Network for Multi-class Varied-length ECG Early
  Classification
Snippet Policy Network for Multi-class Varied-length ECG Early Classification
Yu Huang
Gary G. Yen
V. Tseng
24
13
0
28 Jul 2021
ECG Heartbeat Classification Using Multimodal Fusion
ECG Heartbeat Classification Using Multimodal Fusion
Zeeshan Ahmad
Anika Tabassum
L. Guan
N. Khan
27
81
0
21 Jul 2021
12
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