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PiLA: PPG-based Cardiac Disease Diagnosis Model

Overview

This repository provides pretrained and finetuned model weights for PiLA, a deep learning framework for cardiac disease diagnosis from photoplethysmography (PPG) signals.

The model supports multimodal physiological inputs, including:

  • PPG
  • VPG (velocity PPG)
  • APG (acceleration PPG)

Files

  • pretrain_model.pth: self-supervised pretrained weights
  • model_best.pth: finetuned model for downstream diagnosis

Code

Source code is available at: https://github.com/EZAIJ/PiLA-PPG

Data

Due to privacy and ethical constraints, the dataset is not publicly available.

Notes

  • The released weights do not contain any identifiable or participant-level data.
  • This model is provided for research use only.

Paper

https://arxiv.org/abs/2602.04266