Releases: imi-ms/rlign
Releases · imi-ms/rlign
v1.1
This release mainly includes the ability of different beat aggregation methods via 'agg_beat'.
The Template settings have been simplified and the default has been slightly changed.
Breaking Changes:
The parameter 'median_beat' is now deprecated and will be removed in future versions.
What's Changed
- fix offset and simplify template handling by @lucasplagwitz in #1
- Rlign v1.1 by @l-bick in #2
Full Changelog: v1.0...v1.1
Rlign v1.0 Release
We are excited to announce our new approach to ECG signal processing, Rlign, leveraging shallow learning techniques. Our method focuses on enhancing explainability, reducing large training data requirements, and simplifying adaptation for unsupervised tasks. The highlights include:
- Transformation Process: Restructures ECG signals into a fully structured format.
- Alignment & Resampling: Aligns R-peaks across all signals and resamples segments between R-peaks, with both heart rate-dependent and independent options.
- Enhanced Traditional Analysis: Facilitates classification, clustering, and explainability, outperforming commercial software and CNN approaches.
- Limited Data: Particularly effective when dealing with limited training datasets.
- Code Framework: A fully tested and publicly accessible code framework for robust alignment pipelines.