Delving into the devils of bird's-eye-view perception: A review, evaluation and recipe

H Li, C Sima, J Dai, W Wang, L Lu… - … on Pattern Analysis …, 2023 - ieeexplore.ieee.org
Learning powerful representations in bird's-eye-view (BEV) for perception tasks is trending
and drawing extensive attention both from industry and academia. Conventional …

High-definition maps: Comprehensive survey, challenges, and future perspectives

G Elghazaly, R Frank, S Harvey… - IEEE Open Journal of …, 2023 - ieeexplore.ieee.org
In cooperative, connected, and automated mobility (CCAM), the more automated vehicles
can perceive, model, and analyze the surrounding environment, the more they become …

Maptrv2: An end-to-end framework for online vectorized hd map construction

B Liao, S Chen, Y Zhang, B Jiang, Q Zhang… - International Journal of …, 2024 - Springer
High-definition (HD) map provides abundant and precise static environmental information of
the driving scene, serving as a fundamental and indispensable component for planning in …

End-to-end vectorized hd-map construction with piecewise bezier curve

L Qiao, W Ding, X Qiu, C Zhang - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Vectorized high-definition map (HD-map) construction, which focuses on the perception of
centimeter-level environmental information, has attracted significant research interest in the …

Think twice before driving: Towards scalable decoders for end-to-end autonomous driving

X Jia, P Wu, L Chen, J **e, C He… - Proceedings of the …, 2023 - openaccess.thecvf.com
End-to-end autonomous driving has made impressive progress in recent years. Existing
methods usually adopt the decoupled encoder-decoder paradigm, where the encoder …

Polarformer: Multi-camera 3d object detection with polar transformer

Y Jiang, L Zhang, Z Miao, X Zhu, J Gao, W Hu… - Proceedings of the …, 2023 - ojs.aaai.org
Abstract 3D object detection in autonomous driving aims to reason “what” and “where” the
objects of interest present in a 3D world. Following the conventional wisdom of previous 2D …

Persformer: 3d lane detection via perspective transformer and the openlane benchmark

L Chen, C Sima, Y Li, Z Zheng, J Xu, X Geng… - … on Computer Vision, 2022 - Springer
Methods for 3D lane detection have been recently proposed to address the issue of
inaccurate lane layouts in many autonomous driving scenarios (uphill/downhill, bump, etc.) …