driver-workload-recognition's Introduction

Driver-Workload-Recognition

Terms & Conditions

The dataset is the sole property of the AutoMan group at the Nanyang Technological University and is protected by copyright. The dataset shall remain the exclusive property of AutoMan.
The End User acquires no ownership, rights, or title of any kind in all or parts regarding the dataset.
Any commercial use of the dataset is strictly prohibited. Commercial use includes, but is not limited to: testing commercial systems; using screenshots of subjects from the dataset in advertisements, selling data or making any commercial use of the dataset, broadcasting data from the dataset.
The End User shall not, without prior authorization of the AutoMan group, transfer in any way, permanently or temporarily, distribute or broadcast all or part of the dataset to third parties.
The End User shall send all requests for the distribution of the dataset to the AutoMan group.
All publications that report on research that uses the dataset should cite our publications.

H. Yang, J. Wu, Z. Hu, and C. Lv, “Real-Time Driver Cognitive Workload Recognition: Attention-Enabled Learning With Multimodal Information Fusion”, IEEE Trans. Ind. Electron., early access, Jun. 26, 2023, doi: 10.1109/TIE.2023.3288182.

If you agree with the terms of the agreement contact me to download the dataset. Please, sign the following document and attach it along with your request: License Agreement.

1. Experimental Platform

EEG headset (EMOTIVE EPOC Flex)
Ensure good contact quality and EEG quality during the experiments.
Eye tracker (Tobii Pro X120)
Calibrate eye gaze position
Simulator (Carla 0.9.8)

2. Real-Time Validation (Demo)

Note: data streams with the z-score standardization are presented in the demo video

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driver-workload-recognition's Issues

Missing load_dataset function

In train_wrokload_att.py, line 24, "from workload_classification.data_workload import load_dataset", however there is no data_workload.py in the workload_classification folder, could you also share this file in the repo?