A survey on autonomous driving datasets: Data statistic, annotation, and outlook

M Liu, E Yurtsever, X Zhou, J Fossaert, Y Cui… - arXiv e …, 2024 - ui.adsabs.harvard.edu
Autonomous driving has rapidly developed and shown promising performance with recent
advances in hardware and deep learning methods. High-quality datasets are fundamental …

A survey on autonomous driving datasets: Statistics, annotation quality, and a future outlook

M Liu, E Yurtsever, J Fossaert, X Zhou… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Autonomous driving has rapidly developed and shown promising performance due to recent
advances in hardware and deep learning techniques. High-quality datasets are fundamental …

Vision language models in autonomous driving: A survey and outlook

X Zhou, M Liu, E Yurtsever, BL Zagar… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
The applications of Vision-Language Models (VLMs) in the field of Autonomous Driving (AD)
have attracted widespread attention due to their outstanding performance and the ability to …

PointCompress3D--A Point Cloud Compression Framework for Roadside LiDARs in Intelligent Transportation Systems

W Zimmer, R Pranamulia, X Zhou, M Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
In the context of Intelligent Transportation Systems (ITS), efficient data compression is crucial
for managing large-scale point cloud data acquired by roadside LiDAR sensors. The …

EF-Calib: Spatiotemporal Calibration of Event-and Frame-Based Cameras Using Continuous-Time Trajectories

S Wang, Z Xin, Y Hu, D Li, M Zhu, J Yu - arXiv preprint arXiv:2405.17278, 2024 - arxiv.org
Event camera, a bio-inspired asynchronous triggered camera, offers promising prospects for
fusion with frame-based cameras owing to its low latency and high dynamic range …

Enabling criticality-aware optimized machine perception at the edge

IN GOKARN - 2024 - ink.library.smu.edu.sg
Cyber-physical systems and applications have fundamentally changed people and
processes in the way they interact with the physical world, ushering in the fourth industrial …