A Simple Debiasing Framework for Out-of-Distribution Detection in Human Action Recognition (ECAI2023)
"A Simple Debiasing Framework for Out-of-Distribution Detection in Human Action Recognition". ECAI2023.
Minho Sim, Young-Jun Lee, Donkun Lee, Jongwhoa Lee, and Ho-Jin Choi
Korea Advanced Institute of Science and Technology, Daejeon, South Korea
Install dependencies:
pip install -r requirements.txt
Setup project:
pip install .
Train
Please refer to here for preparing ViViT model.
python -m finetune_vivit <<training parameters>>
Case study
If you find this repository useful, please consider citing:
@article{sim2023simple,
title={A Simple Debiasing Framework for Out-of-Distribution Detection in Human Action Recognition},
author={Sim, Minho and Lee, Young-Jun and Lee, Donkun and Lee, Jongwhoa and Choi, Ho-Jin},
journal={ECAI},
year={2023},
}
Our implementations of the video vision transformer model and attention rollout algorithm are largely inspired by VideoTransformer-pytorch and vit-explain.