[HTML][HTML] Emerging Trends in Autonomous Vehicle Perception: Multimodal Fusion for 3D Object Detection

SY Alaba, AC Gurbuz, JE Ball - World Electric Vehicle Journal, 2024 - mdpi.com
The pursuit of autonomous driving relies on developing perception systems capable of
making accurate, robust, and rapid decisions to interpret the driving environment effectively …

Robustness-Aware 3D Object Detection in Autonomous Driving: A Review and Outlook

Z Song, L Liu, F Jia, Y Luo, G Zhang, L Yang… - arXiv preprint arXiv …, 2024 - arxiv.org
In the realm of modern autonomous driving, the perception system is indispensable for
accurately assessing the state of the surrounding environment, thereby enabling informed …

[HTML][HTML] MMAF-Net: Multi-view multi-stage adaptive fusion for multi-sensor 3D object detection

W Zhang, H Shi, Y Zhao, Z Feng, R Lovreglio - Expert Systems with …, 2024 - Elsevier
In this paper, we propose a 3D object detection method called MMAF-Net that is based on
the multi-view and multi-stage adaptive fusion of RGB images and LiDAR point cloud data …

Dense frustum-aware fusion for 3D object detection in perception systems

Y Deng, J Shen, H Wen, C Chi, Y Zhou, G Xu - Expert Systems with …, 2024 - Elsevier
Autonomous driving perception relies on standard sensors such as color cameras and
LiDAR, but each sensor has limitations when sensing complex and diverse environments …

[HTML][HTML] CooPercept: Cooperative Perception for 3D Object Detection of Autonomous Vehicles

Y Zhang, B Chen, J Qin, F Hu, J Hao - Drones, 2024 - mdpi.com
Autonomous vehicles rely extensively on onboard sensors to perceive their surrounding
environments for motion planning and vehicle control. Despite recent advancements …

[HTML][HTML] Survey and systematization of 3D object detection models and methods

M Drobnitzky, J Friederich, B Egger, P Zschech - The Visual Computer, 2024 - Springer
Strong demand for autonomous vehicles and the wide availability of 3D sensors are
continuously fueling the proposal of novel methods for 3D object detection. In this paper, we …

Multi-sensor Fusion for Multi-target Detection and Tracking

L Liu, J Tian, Z Shi, J Fan, Y Rui - Autonomous Vehicles and …, 2024 - taylorfrancis.com
Sensors (LiDAR, camera, radar, etc.) not only intelligentize vehicles in autonomous driving
systems but also can be set up at the intersection, on both sides of the road, to monitor all …

An automatic robot for mine inspection and rescue based on multi-sensor fusion

W Xian, Q Qi, Y Liu, C Chen… - … Conference on Sensors …, 2024 - spiedigitallibrary.org
In mining environments, communication is blocked and the environment is complex, making
autonomous detection of robots much more difficult. However, due to the dangerous and …