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SleepAC

This repository contains the official implementation of our paper:

SleepAC: Less Dependency on Manual Annotations, More Reliable Sampling for Automatic Sleep Staging

Project Structure

SleepAC/
│  main.py                # Main script to train and evaluate the model
├─exp/                    # Experimental settings and training logic
├─layers/                 # Model building blocks
├─models/                 # SleepAC model architecture
└─utils/                  # Data loading, sampling strategies, helper functions

Environment Setup

pip install -r requirements.txt

Datasets

The SleepEDF dataset is on https://physionet.org/content/sleep-edfx/1.0.0/

The ISRUC dataset is on https://sleeptight.isr.uc.pt/

The SHHS dataset is on https://sleepdata.org/datasets/shhs

Training & Evaluation

To train & evaluate the SleepAC model, run:

python main.py

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