3,916 research outputs found
DMD: A Large-Scale Multi-Modal Driver Monitoring Dataset for Attention and Alertness Analysis
Vision is the richest and most cost-effective technology for Driver
Monitoring Systems (DMS), especially after the recent success of Deep Learning
(DL) methods. The lack of sufficiently large and comprehensive datasets is
currently a bottleneck for the progress of DMS development, crucial for the
transition of automated driving from SAE Level-2 to SAE Level-3. In this paper,
we introduce the Driver Monitoring Dataset (DMD), an extensive dataset which
includes real and simulated driving scenarios: distraction, gaze allocation,
drowsiness, hands-wheel interaction and context data, in 41 hours of RGB, depth
and IR videos from 3 cameras capturing face, body and hands of 37 drivers. A
comparison with existing similar datasets is included, which shows the DMD is
more extensive, diverse, and multi-purpose. The usage of the DMD is illustrated
by extracting a subset of it, the dBehaviourMD dataset, containing 13
distraction activities, prepared to be used in DL training processes.
Furthermore, we propose a robust and real-time driver behaviour recognition
system targeting a real-world application that can run on cost-efficient
CPU-only platforms, based on the dBehaviourMD. Its performance is evaluated
with different types of fusion strategies, which all reach enhanced accuracy
still providing real-time response.Comment: Accepted to ECCV 2020 workshop - Assistive Computer Vision and
Robotic
The BG News October 30, 2000
The BGSU campus student newspaper October 30, 2000. Volume 86 - Issue 44https://scholarworks.bgsu.edu/bg-news/7709/thumbnail.jp
The Cowl - v.80 - n.16 - Feb 11, 2016
The Cowl - student newspaper of Providence College. Vol 80 - No. 16 - February 11, 2016. 28 pages
The Montclarion, October 06, 2011
Student Newspaper of Montclair State Universityhttps://digitalcommons.montclair.edu/montclarion/1938/thumbnail.jp
Spartan Daily, September 22, 1998
Volume 111, Issue 16https://scholarworks.sjsu.edu/spartandaily/9304/thumbnail.jp
The Ithacan, 1998-11-12
https://digitalcommons.ithaca.edu/ithacan_1998-99/1011/thumbnail.jp
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