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Sensing and machine learning for automotive perception: A review
Automotive perception involves understanding the external driving environment and the
internal state of the vehicle cabin and occupants using sensor data. It is critical to achieving …
internal state of the vehicle cabin and occupants using sensor data. It is critical to achieving …
Toward ensuring safety for autonomous driving perception: Standardization progress, research advances, and perspectives
Perception systems play a crucial role in autonomous driving by reading the sensory data
and providing meaningful interpretation of the operating environment for decision-making …
and providing meaningful interpretation of the operating environment for decision-making …
A survey on an emerging safety challenge for autonomous vehicles: Safety of the intended functionality
As the complexity of autonomous vehicles (AVs) continues to increase and artificial
intelligence algorithms are becoming increasingly ubiquitous, a novel safety concern known …
intelligence algorithms are becoming increasingly ubiquitous, a novel safety concern known …
Collective perception: A safety perspective
Vehicle-to-everything (V2X) communication is seen as one of the main enabling
technologies for automated vehicles. Collective perception is especially promising, as it …
technologies for automated vehicles. Collective perception is especially promising, as it …
Interaction-dynamics-aware perception zones for obstacle detection safety evaluation
To enable safe autonomous vehicle (AV) operations, it is critical that an AV's obstacle
detection module can reliably detect obstacles that pose a safety threat (ie, are safety …
detection module can reliably detect obstacles that pose a safety threat (ie, are safety …
Simulating realistic rain, snow, and fog variations for comprehensive performance characterization of LiDAR perception
For robust object detection on LiDAR data, neural networks have to be trained on diverse
datasets that contain many different environmental influences like rain, snow, or fog. To this …
datasets that contain many different environmental influences like rain, snow, or fog. To this …
A literature review of performance metrics of automated driving systems for on-road vehicles
The article presents a review of recent literature on the performance metrics of Automated
Driving Systems (ADS). More specifically, performance indicators of environment perception …
Driving Systems (ADS). More specifically, performance indicators of environment perception …
From evaluation to verification: Towards task-oriented relevance metrics for pedestrian detection in safety-critical domains
M Lyssenko, C Gladisch… - Proceedings of the …, 2021 - openaccess.thecvf.com
Whenever a visual perception system is employed in safety-critical applications such as
automated driving, a thorough, task-oriented experimental evaluation is necessary to …
automated driving, a thorough, task-oriented experimental evaluation is necessary to …
[PDF][PDF] Safety assurance of machine learning for perception functions
The latest generation of safety standards applicable to automated driving systems require
both qualitative and quantitative safety acceptance criteria to be defined and argued. At the …
both qualitative and quantitative safety acceptance criteria to be defined and argued. At the …
Redundancy mitigation mechanism for collective perception in connected and autonomous vehicles
Due to poor local range of the perception and object recognition mechanisms used by
autonomous vehicles, incorrect decisions can be made, which can jeopardize a fully …
autonomous vehicles, incorrect decisions can be made, which can jeopardize a fully …