DFKI Cabin Simulator: A Test Platform for Visual In-Cabin Monitoring Functions
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Abstract (arXiv)
We present a test platform for visual in-cabin scene analysis and occupant monitoring functions. The test platform is based on a driving simulator developed at the DFKI, consisting of a realistic in-cabin mock-up and a wide-angle projection system for a realistic driving experience. The platform has been equipped with a wide-angle 2D/3D camera system monitoring the entire interior of the vehicle mock-up of the simulator. It is also supplemented with a ground truth reference sensor system that allows to track and record the occupant's body movements synchronously with the 2D and 3D video streams of the camera. Thus, the resulting test platform will serve as a basis to validate numerous in-cabin monitoring functions, which are important for the realization of novel human-vehicle interfaces, advanced driver assistant systems, and automated driving. Among the considered functions are occupant presence detection, size and 3D-pose estimation and driver intention recognition. In addition, our platform will be the basis for the creation of large-scale in-cabin benchmark datasets.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 28 Jan 2020.
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Citing papers per year: 2021: 4; 2022: 1.
5 papers.
- 2021TICaM: A Time-of-flight In-car Cabin Monitoring Datasetcited by 10
- 2022Multitask Network for Joint Object Detection, Semantic Segmentation and Human Pose Estimation in Vehicle Occupancy Monitoringcited by 4
- 2021Autoencoder Based Inter-Vehicle Generalization for In-Cabin Occupant Classificationcited by 3
- 2021Background-Foreground Segmentation for Interior Sensing in Automotive Industrycited by 1
- 2021Detection of Driver Drowsiness by Calculating the Speed of Eye Blinkingcited by 1
- 2022Multitask Network for Joint Object Detection, Semantic Segmentation and Human Pose Estimation in Vehicle Occupancy Monitoring3 May 2022
- 2021Detection of Driver Drowsiness by Calculating the Speed of Eye Blinking21 Oct 2021
- 2021Background-Foreground Segmentation for Interior Sensing in Automotive Industry20 Sep 2021
- 2021Autoencoder Based Inter-Vehicle Generalization for In-Cabin Occupant Classification7 May 2021
- 2021TICaM: A Time-of-flight In-car Cabin Monitoring Dataset22 Mar 2021