Grid-centric traffic scenario perception for autonomous driving: A comprehensive review

Y Shi, K Jiang, J Li, Z Qian, J Wen, M Yang… - arXiv preprint arXiv …, 2023 - arxiv.org
Grid-centric perception is a crucial field for mobile robot perception and navigation.
Nonetheless, grid-centric perception is less prevalent than object-centric perception as …

Inversematrixvt3d: An efficient projection matrix-based approach for 3d occupancy prediction

Z Ming, JS Berrio, M Shan, S Worrall - arXiv preprint arXiv:2401.12422, 2024 - arxiv.org
This paper introduces InverseMatrixVT3D, an efficient method for transforming multi-view
image features into 3D feature volumes for 3D semantic occupancy prediction. Existing …

Deep height decoupling for precise vision-based 3d occupancy prediction

Y Wu, Z Yan, Z Wang, X Li, L Hui, J Yang - arXiv preprint arXiv:2409.07972, 2024 - arxiv.org
The task of vision-based 3D occupancy prediction aims to reconstruct 3D geometry and
estimate its semantic classes from 2D color images, where the 2D-to-3D view transformation …

FusionOcc: Multi-Modal Fusion for 3D Occupancy Prediction

S Zhang, Y Zhai, J Mei, Y Hu - ACM Multimedia 2024, 2024 - openreview.net
3D occupancy prediction (OCC) aims to estimate and predict the semantic occupancy state
of the surrounding environment, which is crucial for scene understanding and reconstruction …