NSLP-G

This is repository for NSLP-G. Pytorch implementation of the paper "Non-Autoregressive Sign Language Production with Gaussian Space", BMVC 2021.

Bibtex

If you find this code useful in your research, please cite:

@inproceedings{hwang2021non,
  title={Non-Autoregressive Sign Language Production with Gaussian Space},
  author={Hwang, Eui Jun and Kim, Jung-Ho and Park, Jong C.},
  booktitle={The 32nd British Machine Vision Conference (BMVC 21)},
  year={2021},
  organization={British Machine Vision Conference (BMVC)}
}

Installation 👷

1. Create conda environment

conda env create -f environment.yaml
conda activate nslp

2. Download the datasets

Please download dataset from Phoenix14-T and How2Sign

Note: The data classes are implemented in scripts/data.py, but you can create your own.

How to use NSLP-G

Training Spatial VAE

python main.py -c configs/spavae.yaml

Training NonAutoregressive SLP

python main.py -c configs/gs.yaml