Leveraging cloud computing to make autonomous vehicles safer

P Schafhalter, S Kalra, L Xu… - 2023 IEEE/RSJ …, 2023 - ieeexplore.ieee.org
The safety of autonomous vehicles (AVs) depends on their ability to perform complex
computations on high-volume sensor data in a timely manner. Their ability to run these …

Adaptive optimization strategy and evaluation of vehicle-road collaborative perception algorithm in real-time settings

J Liu, B Gao, W Zhong, Y Lu, S Han - Computers and Electrical …, 2024 - Elsevier
Abstract The Intelligent and Connected Vehicle Cloud Control System is a critical approach
for achieving high-level autonomous driving. One of the key challenges at the perception …

Pvt++: a simple end-to-end latency-aware visual tracking framework

B Li, Z Huang, J Ye, Y Li, S Scherer… - Proceedings of the …, 2023 - openaccess.thecvf.com
Visual object tracking is essential to intelligent robots. Most existing approaches have
ignored the online latency that can cause severe performance degradation during real-world …

Learned two-plane perspective prior based image resampling for efficient object detection

A Ghosh, ND Reddy, C Mertz… - Proceedings of the …, 2023 - openaccess.thecvf.com
Real-time efficient perception is critical for autonomous navigation and city scale sensing.
Orthogonal to architectural improvements, streaming perception approaches have exploited …

StreamTrack: real-time meta-detector for streaming perception in full-speed domain driving scenarios

W Ge, X Wang, Z Mao, J Ren, J Shen - Applied Intelligence, 2024 - Springer
Streaming perception is a crucial task in the field of autonomous driving, which aims to
eliminate the inconsistency between the perception results and the real environment due to …

SmartTBD: Smart Tracking for Resource-constrained Object Detection

S Zhou, AC Hernandez, C Gomez, W Yin… - ACM Transactions on …, 2025 - dl.acm.org
With the growing demand for video analysis on mobile devices, object tracking has
demonstrated to be a suitable assistance to object detection under the Tracking-By …

DyRoNet: A Low-Rank Adapter Enhanced Dynamic Routing Network for Streaming Perception

X Huang, ZQ Cheng, JY He, C Li, W Xiang… - arXiv preprint arXiv …, 2024 - arxiv.org
Autonomous driving systems demand real-time, accurate perception to navigate complex
environments. Addressing this, we introduce the Dynamic Router Network (DyRoNet), a …

Impact of Delays and Computation Placement on Sense-Act Application Performance in IoT

P Sharma, MB Srivastava - MILCOM 2023-2023 IEEE Military …, 2023 - ieeexplore.ieee.org
This paper investigates the challenges posed by delays in Closed-Loop Sense-Act Systems
in the context of Adversarial Internet of Things (IoT) applications. Prior work focused on …

[PDF][PDF] DyRoNet: Dynamic Routing and Low-Rank Adapters for Autonomous Driving Streaming Perception

X Huang, ZQ Cheng, JY He, C Li, W Xiang, B Sun… - CoRR, 2024 - researchgate.net
The advancement of autonomous driving systems hinges on the ability to achieve low-
latency and high-accuracy perception. To address this critical need, this paper introduces …

Programming Abstractions & Systems for Autonomous Vehicles

S Kalra - 2024 - search.proquest.com
Abstract Autonomous Vehicles (AVs) have the potential to revolutionize transportation
through their significant safety, environmental and mobility benefits. However, despite their …