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A Simulator Dataset to Support the Study of Impaired Driving

arXiv 2507.02867 ↗First posted 15 Apr 2025cs.CV cs.LG cs.ROcited by 0

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Abstract (arXiv)

Despite recent advances in automated driving technology, impaired driving continues to incur a high cost to society. In this paper, we present a driving dataset designed to support the study of two common forms of driver impairment: alcohol intoxication and cognitive distraction. Our dataset spans 23.7 hours of simulated urban driving, with 52 human subjects under normal and impaired conditions, and includes both vehicle data (ground truth perception, vehicle pose, controls) and driver-facing data (gaze, audio, surveys). It supports analysis of changes in driver behavior due to alcohol intoxication (0.10% blood alcohol content), two forms of cognitive distraction (audio n-back and sentence parsing tasks), and combinations thereof, as well as responses to a set of eight controlled road hazards, such as vehicle cut-ins. The dataset will be made available at https://toyotaresearchinstitute.github.io/IDD/.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 7 of its 59 references that are in the map. First posted on arXiv 15 Apr 2025.

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7 of 59 references.

References · 7

  1. 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,305
  2. 2017CARLA: An Open Urban Driving Simulatorcited by 2,449
  3. 2020DMD: A Large-Scale Multi-Modal Driver Monitoring Dataset for Attention and Alertness Analysiscited by 47
  4. 2023AIDE: A Vision-Driven Multi-View, Multi-Modal, Multi-Tasking Dataset for Assistive Driving Perceptioncited by 39
  5. 2023Multimodal Brain-Computer Interface for In-Vehicle Driver Cognitive Load Measurement: Dataset and Baselinescited by 13
  6. 2021CoCAtt: A Cognitive-Conditioned Driver Attention Datasetcited by 8
  7. 2023Leveraging driver vehicle and environment interaction: Machine learning using driver monitoring cameras to detect drunk drivingcited by 3

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