Behavioral intention prediction in driving scenes: A survey

J Fang, F Wang, J Xue, TS Chua - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In driving scenes, road agents often engage in frequent interaction and strive to understand
their surroundings. Ego-agent (each road agent itself) predicts what behavior will be …

Vision-based uneven bev representation learning with polar rasterization and surface estimation

Z Liu, S Chen, X Guo, X Wang… - … on Robot Learning, 2023 - proceedings.mlr.press
In this work, we propose PolarBEV for vision-based uneven BEV representation learning. To
adapt to the foreshortening effect of camera imaging, we rasterize the BEV space both …

Divide and Conquer: Improving Multi-Camera 3D Perception With 2D Semantic-Depth Priors and Input-Dependent Queries

Q Song, Q Hu, C Zhang, Y Chen… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
3D perception tasks, such as 3D object detection and Bird's-Eye-View (BEV) segmentation
using multi-camera images, have drawn significant attention recently. Despite the fact that …

Predicting Bird's-Eye-View Semantic Representations Using Correlated Context Learning

Y Chen, W Fan, W Zheng, R Huang… - IEEE Robotics and …, 2024 - ieeexplore.ieee.org
We redefine the concept of bird's-eye-view (BEV) imaging for machine cognition tasks,
emphasizing its power as an image interpretation tool. Humans intuitively translate two …

Predicting Maps Using In-Vehicle Cameras for Data-Driven Intelligent Transport

Z Ma, Y Zhang, M Han - Electronics, 2023 - mdpi.com
Bird's eye view (BEV) semantic maps have evolved into a crucial element of urban intelligent
traffic management and monitoring, offering invaluable visual and significant data …

Maps from Motion (MfM): Generating 2D Semantic Maps from Sparse Multi-view Images

M Toso, S Fiorini, S James, A Del Bue - arxiv preprint arxiv:2411.12620, 2024 - arxiv.org
World-wide detailed 2D maps require enormous collective efforts. OpenStreetMap is the
result of 11 million registered users manually annotating the GPS location of over 1.75 …

BEV-CV: Birds-Eye-View Transform for Cross-View Geo-Localisation

T Shore, S Hadfield, O Mendez - 2024 IEEE/RSJ International …, 2024 - ieeexplore.ieee.org
Cross-view image matching for geo-localisation is a challenging problem due to the
significant visual difference between aerial and ground-level viewpoints. The method …

Bird's Eye View Perception for Autonomous Driving

J Du, S Su, R Fan, Q Chen - Autonomous Driving Perception …, 2023 - Springer
Bird's eye view (BEV) perception refers to transforming a perspective view into a bird's eye
view and performing perception tasks such as 3D detection, map segmentation, and motion …