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2211.01738
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Analysis of a Deep Learning Model for 12-Lead ECG Classification Reveals Learned Features Similar to Diagnostic Criteria
3 November 2022
Theresa Bender
J. Beinecke
D. Krefting
Carolin Müller
Henning Dathe
T. Seidler
Nicolai Spicher
Anne-Christin Hauschild
FAtt
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Papers citing
"Analysis of a Deep Learning Model for 12-Lead ECG Classification Reveals Learned Features Similar to Diagnostic Criteria"
7 / 7 papers shown
Title
ArrhythmiaVision: Resource-Conscious Deep Learning Models with Visual Explanations for ECG Arrhythmia Classification
Zuraiz Baig
Sidra Nasir
Rizwan Ahmed Khan
Muhammad Zeeshan Ul Haque
FAtt
37
0
0
30 Apr 2025
TransECG: Leveraging Transformers for Explainable ECG Re-identification Risk Analysis
Ziyu Wang
Elahe Khatibi
Kianoosh Kazemi
Iman Azimi
Sanaz R. Mousavi
Shaista Malik
Amir M. Rahmani
42
0
0
11 Mar 2025
The Role of Explainable AI in Revolutionizing Human Health Monitoring: A Review
Abdullah Alharthi
Ahmed Alqurashi
Turki Alharbi
Mohammed Alammar
Nasser Aldosari
Houssem Bouchekara
Yusuf Shaaban
Mohammad Shoaib Shahriar
Abdulrahman Al Ayidh
39
0
0
11 Sep 2024
Using explainable AI to investigate electrocardiogram changes during healthy aging -- from expert features to raw signals
Gabriel Ott
Yannik Schaubelt
Juan Miguel Lopez Alcaraz
Wilhelm Haverkamp
Nils Strodthoff
24
5
0
11 Oct 2023
Learning ECG signal features without backpropagation
Péter Pósfay
M. T. Kurbucz
Péter Kovács
Antal Jakovác
SSL
AI4TS
13
1
0
04 Jul 2023
Explaining Deep Learning for ECG Analysis: Building Blocks for Auditing and Knowledge Discovery
Patrick Wagner
Temesgen Mehari
Wilhelm Haverkamp
Nils Strodthoff
39
18
0
26 May 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
1