shuchang / Continuous-HAR

Continuous-HAR

Install Dependencies

conda create -n pytorch python==3.7
conda activate pytorch
conda install pytorch torchvision torchaudio cudatoolkit=11.1 -c pytorch -c conda-forge
conda install -c conda-forge scikit-learn
conda install -c conda-forge matplotlib
conda install -c conda-forge tensorboardx
conda install -c conda-forge tqdm

Dataset downloading

mkdir datasets
cd datasets
mkdir discrete
cd discrete
wget http://researchdata.gla.ac.uk/848/20/Dataset_848.7z

unzip the discrete and continuous data files

Preprocess raw data to extract Doppler

cd ..
mkdir preprocessed
cd ..

run preprocess.m on both discrete and continuous data

mkdir data
python data_prep.py

Train on discrete data to get Doppler embeddings

Train on continuous data