This project is based on the official code of the paper "Contextual Dependency Vision Transformer for Spectrogram-based Multivariate Time Series Analysis".
Install the required dependencies using the following command:
conda create -n cd_vit python=3.8
source activate cd_vit
pip install torch==1.10.1 torchvision==0.11.2
pip install seaborn==0.12.2 timm==0.4.12 scikit-learn==1.3.2 tqdm==4.64.1
Execute the following command in the command line to start the program:
python main.py
Please cite CD-ViT in your publications if it helps your research. The following is a BibTeX for our paper.
@article{yao2024contextual,
title={Contextual Dependency Vision Transformer for Spectrogram-based Multivariate Time Series Analysis},
author={Yao, Jieru and Han, Longfei and Yang, Kaihui and Guo, Guangyu and Liu, Nian and Huang, Xiankai and Zheng, Zhaohui and Zhang, Dingwen and Han, Junwei},
journal={Neurocomputing},
volume={572},
pages={127215},
year={2024},
publisher={Elsevier}
}