rakutentech / FAU_CVPR2021

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Facial Action Unit Detection with Transformers

This repository contains Tensorflow training code for the CVPR 2021 paper:

For details see Facial Action Unit Detection with Transformers by Geethu Miriam Jacob, Bjorn Stenger If you use this code for a paper please cite:

@inproceedings{jacob2021facial,
  title={Facial Action Unit Detection With Transformers},
  author={Jacob, Geethu Miriam and Stenger, Bjorn},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={7680--7689},
  year={2021}
}

Inference

Download pretrained models (BP4D dataset) from the following links:

Pre-trained model fold1

Pre-trained model fold2

Pre-trained model fold3

python inference.py

Usage

First, clone the repository locally:

git clone https://github.com/RIT/FAU_transformers.git

Then, install the packages in requirements file:

pip install -r requirements.txt

Data preparation

python Prepare_data.py

Train models

python main.py

Demo colab link

License

This repository is released under the Apache 2.0 license as found in the LICENSE file.

Contributing

We welcome your pull requests! Please see CONTRIBUTING.md and CODE_OF_CONDUCT.md for more info.