A survey on deep-learning-based lidar 3d object detection for autonomous driving

SY Alaba, JE Ball - Sensors, 2022 - mdpi.com
LiDAR is a commonly used sensor for autonomous driving to make accurate, robust, and fast
decision-making when driving. The sensor is used in the perception system, especially …

Off-road detection analysis for autonomous ground vehicles: A review

F Islam, MM Nabi, JE Ball - Sensors, 2022 - mdpi.com
When it comes to some essential abilities of autonomous ground vehicles (AGV), detection
is one of them. In order to safely navigate through any known or unknown environment, AGV …

Class-aware fish species recognition using deep learning for an imbalanced dataset

SY Alaba, MM Nabi, C Shah, J Prior, MD Campbell… - Sensors, 2022 - mdpi.com
Fish species recognition is crucial to identifying the abundance of fish species in a specific
area, controlling production management, and monitoring the ecosystem, especially …

Deep learning-based image 3-d object detection for autonomous driving

SY Alaba, JE Ball - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
An accurate and robust perception system is key to understanding the driving environment
of autonomous driving and robots. Autonomous driving needs 3-D information about objects …

Wcnn3d: Wavelet convolutional neural network-based 3d object detection for autonomous driving

SY Alaba, JE Ball - Sensors, 2022 - mdpi.com
Three-dimensional object detection is crucial for autonomous driving to understand the
driving environment. Since the pooling operation causes information loss in the standard …

Usability of perception sensors to determine the obstacles of unmanned ground vehicles operating in off-road environments

M Nowakowski, J Kurylo - Applied Sciences, 2023 - mdpi.com
This article presents the essential abilities and limitations of various sensors used for object
recognition in the operation environment of unmanned ground vehicles (UGVs). The use of …

Perfect linear optics using silicon photonics

M Moralis-Pegios, G Giamougiannis… - Nature …, 2024 - nature.com
Recently there has been growing interest in using photonics to perform the linear algebra
operations of neuromorphic and quantum computing applications, aiming at harnessing …

Multi-sensor fusion 3D object detection for autonomous driving

SY Alaba, JE Ball - … , Processing, and Security for Ground, Air …, 2023 - spiedigitallibrary.org
Three-dimensional object detection is vital for understanding the autonomous vehicle
driving environment. Different sensors are used for this purpose, such as cameras and …

Transformer-Based Optimized Multimodal Fusion for 3D Object Detection in Autonomous Driving

SY Alaba, JE Ball - IEEE Access, 2024 - ieeexplore.ieee.org
Accurate 3D object detection is vital for autonomous driving since it facilitates accurate
perception of the environment through multiple sensors. Although cameras can capture …

Image classification using different machine learning techniques

S Alaba - Authorea Preprints, 2023 - techrxiv.org
Artificial Neural Networks and Convolutional Neural Networks have become common tools
for classification and object detection, owing to their ability to learn features without prior …