Vision-based semantic segmentation in scene understanding for autonomous driving: Recent achievements, challenges, and outlooks

K Muhammad, T Hussain, H Ullah… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
… fully-autonomous vehicles ie, achieving level-5 autonomy, … paper: scene understanding for
autonomous driving cars using … achievements of the scene understanding research area that …

Fast scene understanding for autonomous driving

D Neven, B De Brabandere, S Georgoulis… - arXiv preprint arXiv …, 2017 - arxiv.org
… -driving vehicles. Motivated by these observations, in this paper we focus on street scene
understanding … combines the tasks of semantic scene segmentation, instance segmentation, …

A survey of scene understanding by event reasoning in autonomous driving

JR Xue, JW Fang, P Zhang - International Journal of Automation and …, 2018 - Springer
… investigate the interpretation of traffic scene in autonomous driving from an event reasoning
… on scene representation, event detection and intention prediction in autonomous driving. In …

[HTML][HTML] A survey on deep learning based approaches for scene understanding in autonomous driving

Z Guo, Y Huang, X Hu, H Wei, B Zhao - Electronics, 2021 - mdpi.com
… on vision-based deep-learning algorithms for scene understanding in automotive driving. …
on scene understanding in autonomous driving into two streams: object detection and scene

Visual scene understanding for autonomous driving using semantic segmentation

M Hofmarcher, T Unterthiner, J Arjona-Medina… - … and Visualizing Deep …, 2019 - Springer
… important technique for autonomous driving, especially as a … -to-end approach for an
autonomous driving system. In order for … as an input for an interpretable autonomous driving

Mgnet: Monocular geometric scene understanding for autonomous driving

M Schön, M Buchholz… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
… We introduce MGNet, a multi-task framework for monocular geometric scene understanding.
We define monocular geometric scene understanding as the combination of two known …

Scene understanding networks for autonomous driving based on around view monitoring system

J Yeol Baek, I Veronica Chelu… - Proceedings of the …, 2018 - openaccess.thecvf.com
… insufficient information for scene understanding, we need to … on detecting fundamental scene
information for safe driving: … cameras in the field of autonomous driving is obvious, as they …

Multi-modal sensor fusion-based deep neural network for end-to-end autonomous driving with scene understanding

Z Huang, C Lv, Y Xing, J Wu - IEEE Sensors Journal, 2020 - ieeexplore.ieee.org
… end-to-end autonomous driving with scene understandingscene understanding and vehicle
control commands concurrently. The end-to-end deep learning-based autonomous driving

Scene understanding for autonomous driving

Ò Lorente, I Riera, A Rana - arXiv preprint arXiv:2105.04905, 2021 - arxiv.org
… Are we ready for autonomous driving? the kitti vision benchmark suite. In Conference on …
The cityscapes dataset for semantic urban scene understanding. In Proc. of the IEEE …

Multi-modal data-efficient 3d scene understanding for autonomous driving

L Kong, X Xu, J Ren, W Zhang, L Pan, K Chen… - arXiv preprint arXiv …, 2024 - arxiv.org
… advancing 3D scene understanding in autonomous driving, … the intrinsic spatial priors of
driving scenes and multi-sensor … Our framework is tailored to enhance 3D scene consistency …