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100-Driver-Source

This repository contains the code of our paper '100-Driver: A Large-scale, Diverse Dataset for Distracted Driver Classification' https://drive.google.com/file/d/1JhLdk-feblXi_pepF7GTb-6vHwtrbxSr/view.

Requirements

torch = 1.10.1

torchvision = 0.11.2

Train a model

1. Prepare the data

Download the 100-Driver dataset from here.

Put the data in the ./data folder

If you want to change the data and data splits path, please refer to the function get_dataloader() in utils.py

2. Train

Please refer to the train.sh file in the scripts folder.

3. Test

Please refer to the test.sh file in the scripts folder.

Contact

If you have any questions, feel free to contact us through email (wjli007@mail.ustc.edu.cn). Enjoy!

BibTex

If you find this code or data useful, please consider citing our work.

@article{100-Driver,
author    = {Wang Jing, Li Wengjing, Li Fang, Zhang Jun, Wu Zhongcheng, Zhong Zhun and Sebe Nicu},
title     = {100-Driver: A Large-scale, Diverse Dataset for Distracted Driver Classification},
journal={IEEE Transactions on Intelligent Transportation Systems},
year      = {2023}
publisher={IEEE}}

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  • Python 98.8%
  • Shell 1.2%