Latest Research in Cardiac Diagnostic Intelligence

Top Research Topics in Cardiac Diagnostic Intelligence

• ECG Monitoring and Analysis — 30 papers
• Machine Learning — 14 papers
• Phonocardiography and Auscultation Techniques — 13 papers
• Signal Processing — 7 papers
• Audio and Speech Processing — 4 papers
• Sound — 3 papers
• Artificial Intelligence — 3 papers
• Neonatal and fetal brain pathology — 2 papers
• Poxvirus research and outbreaks — 1 papers
• Machine Learning in Healthcare — 1 papers

Highest-Cited Papers

1. Data distribution impacts the performance and generalisability of contrastive learning-based foundation models of electrocardiograms (1 citations)
2. BenchECG and xECG: a benchmark and baseline for ECG foundation models (1 citations)
3. Adaptive ultra-lightweight 12-lead ECG reconstruction from limited leads via a vectorcardiogram-mediated cascade framework
4. Early Mpox Detection: Integrating Skin Lesion Imaging, Epidemiology, and Treatment for Deep Learning Approaches
5. Physiologically-aware data generation: A differentiable HMM and frequency-domain Transformer GAN approach
6. Class-imbalance-sensitive evaluation of automated decisions in mixed heart-lung auscultation
7. Machine Intelligence on the Edge: Interpretable Cardiac Pattern Localization Using Reinforcement Learning
8. Congenital heart disease classification using phonocardiograms: a scalable screening tool for diverse environments
9. FOCAL: Fine-Grained Optimal-Transport-Driven Contrastive Alignment of Language and ECGs with Waveform Enhancement
10. Mitigating Stethoscope-Induced Shortcuts in Respiratory Sound Classification under Federated Domain Generalization with Causality-Inspired Interventions
11. Reliability-aware transfer learning with BEATs for variable-length respiratory sound classification: A patient-disjoint evaluation in two public databases
12. Evaluation of diagnostic performance and quantitative physiologic saliency alignment of time-series foundation models for electrocardiogram
13. SCD-FuseNet: spectral common-difference decoupling and lightweight cross-attention fusion for multi-lead ECG arrhythmia recognition
14. DiSR-ECG: Residual Shifting Conditional Diffusion for Robust ECG Super-Resolution
15. Decoder Design Matters for ECG Delineation
16. SpiroPhonia: Non-Invasive Respiratory Health Assessment from Spontaneous Speech
17. An interpretable multi-scale hybrid attention network (MSHAN) for explainable ECG arrhythmia classification
18. Training and validation of a 12-lead ECG-based deep-learning model for myocardial infarction subtypes
19. On the role of the tokenizer in ECG transformer models
20. Same path, different: a mechanistic comparison of looped and stacked transformer encoders on 12-lead ECG

Sub-Regions

• ECG Monitoring and Analysis — 71 papers
• Phonocardiography and Auscultation Techniques — 9 papers
• Audio and Speech Processing — 7 papers