Thirdeye: Attention maps for safe autonomous driving systems

A Stocco, PJ Nunes, M d'Amorim… - Proceedings of the 37th …, 2022 - dl.acm.org
Automated online recognition of unexpected conditions is an indispensable component of
autonomous vehicles to ensure safety even in unknown and uncertain situations. In this …

Exploiting temporal data diversity for detecting safety-critical faults in AV compute systems

S Jha, S Cui, T Tsai, SKS Hari… - 2022 52nd Annual …, 2022 - ieeexplore.ieee.org
Silent data corruption caused by random hardware faults in autonomous vehicle (AV)
computational elements is a significant threat to vehicle safety. Previous research has …

Zhuyi: perception processing rate estimation for safety in autonomous vehicles

YS Hsiao, SKS Hari, M Filipiuk, T Tsai… - Proceedings of the 59th …, 2022 - dl.acm.org
The processing requirement of autonomous vehicles (AVs) for high-accuracy perception in
complex scenarios can exceed the resources offered by the in-vehicle computer, degrading …

Performance Analysis of Energy-Efficient Reliable Machine Learning System Architectures

S Nishio, Y Makino, T Phung-Duc… - Available at SSRN …, 2023 - papers.ssrn.com
As many software systems introduce machine learning for intelligent functions, the reliability
and performance assurance of machine learning systems (MLSs) is becoming an important …

Safety-Aware System Optimization for Autonomous Machines

YS Hsiao - 2024 - dash.harvard.edu
Autonomous machines such as vehicles, drones, and robotic manipulators promise to
transform the world by unleashing humans from repetitive, dangerous, and labor-intensive …

[PDF][PDF] EVALUATING PERCEPTION FOR SYSTEM-LEVEL TASK REQUIREMENTS

A Badithela, T Wongpiromsarn, RM Murray - recall - thesis.library.caltech.edu
The perception and control modules are typically designed under different principles. For
example, the perception module often relies on object classification that is based on deep …

ASAP: A Spatial-Aware Perception Computing Method for Energy Reduction of Micro Aerial Vehicles A Spatial-Aware Perception Computing Method for MAV

Y Zhang, Y Zhang, B Li, K Huang - … of the 4th International Conference on …, 2023 - dl.acm.org
Micro Aerial Vehicles (MAVs) have seen an outburst in various applications. However, the
limited onboard energy poses a significant challenge for practical deployment, necessitating …

[图书][B] Development of Tools and Methods Contributing to Safety and Mobility Improvement of Autonomous Taxi Deployments

K Meneses-Cime - 2022 - search.proquest.com
Abstract Autonomous Taxis (ATs) exhibit potential for a smooth and gradual introduction of
Autonomous Vehicles (AVs) to the public while expanding transportation options. Research …