Multimodal fusion for sensorimotor control in steering angle prediction

F Munir, S Azam, KC Yow, BG Lee, M Jeon - Engineering Applications of …, 2023 - Elsevier
Efficient reasoning about the spatial and temporal structure of the environment is crucial for
perception in autonomous driving, particularly in an end-to-end approach. Although different …

[HTML][HTML] Transfer Learning-Based Steering Angle Prediction and Control with Fuzzy Signatures-Enhanced Fuzzy Systems for Autonomous Vehicles

AM Karadeniz, Á Ballagi, LT Kóczy - Symmetry, 2024 - mdpi.com
This research introduces an innovative approach for End-to-End steering angle prediction
and its control in electric power steering (EPS) systems. The methodology integrates transfer …

Real‐Time Vehicle Trajectory Prediction for Traffic Conflict Detection at Unsignalized Intersections

Q Cao, Z Zhao, Q Zeng, Z Wang… - Journal of advanced …, 2021 - Wiley Online Library
Real‐time prediction of vehicle trajectory at unsignalized intersections is important for real‐
time traffic conflict detection and early warning to improve traffic safety at unsignalized …

[PDF][PDF] Optimizing Steering Angle Predictive Convolutional Neural Network for Autonomous Car.

H Saleem, F Riaz, A Shaikh, K Rajab… - … Materials & Continua, 2022 - cdn.techscience.cn
Deep learning techniques, particularly convolutional neural networks (CNNs), have
exhibited remarkable performance in solving visionrelated problems, especially in …

[HTML][HTML] Enhancing Autonomous Visual Perception in Challenging Environments: Bilateral Models with Vision Transformer and Multilayer Perceptron for Traversable …

C Urrea, M Vélez - Technologies, 2024 - mdpi.com
The development of autonomous vehicles has grown significantly recently due to the
promise of improving safety and productivity in cities and industries. The scene perception …

Cyber Attack Detection On Self-Driving Cars Using Machine Learning Techniques

YS Pawar, P Honnavalli… - 2022 IEEE 3rd Global …, 2022 - ieeexplore.ieee.org
Autonomous cars are smart vehicles that are capable of sensing their surroundings and
navigating accordingly without or less human involvement. Such cars are vulnerable to …

RPRP-SAP: A Robust and Precise ResNet Predictor for Steering Angle Prediction of Autonomous Vehicles

S Saleem, MN Asim, L Van Elst, P Schichtel… - IEEE …, 2024 - ieeexplore.ieee.org
Steering angle controller is a core module of autonomous vehicles, where a slight
miscalculation can cause severe accidents. Following safety precautions, development of …

GFENet: group-wise feature-enhanced network for steering angle prediction by fusing events and images

DW Chen, C Guo, JL Hu - Applied Intelligence, 2025 - Springer
Existing end-to-end networks for steering angle prediction usually use images generated by
standard cameras as input. However, standard cameras are susceptible to poor lighting …

Multi-modal fusion for sensorimotor coordination in steering angle prediction

F Munir, S Azam, BG Lee, M Jeon - arxiv preprint arxiv:2202.05500, 2022 - arxiv.org
Imitation learning is employed to learn sensorimotor coordination for steering angle
prediction in an end-to-end fashion requires expert demonstrations. These expert …

Steering Prediction via a Multi-Sensor System for Autonomous Racing

Z Zhou, Z Wu, F Bolli, R Boutteau, F Yang… - arxiv preprint arxiv …, 2024 - arxiv.org
Autonomous racing has rapidly gained research attention. Traditionally, racing cars rely on
2D LiDAR as their primary visual system. In this work, we explore the integration of an event …