High-level decision making for automated highway driving via behavior cloning

L Wang, C Fernandez, C Stiller - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… A different behavior can be wrongly interpreted by other … In this paper, we propose a behavior
cloning concept for … , we produce safe human-like behavior which is transparent to humans …

Learning to drive by imitation: An overview of deep behavior cloning methods

AO Ly, M Akhloufi - IEEE Transactions on Intelligent Vehicles, 2020 - ieeexplore.ieee.org
… The methods presented in this paper are usually referred as behavior cloning methods in
the literature as they transform the driving task into a supervised learning problem. In the past, …

Driver behavioral cloning for route following in autonomous vehicles using task knowledge distillation

G Li, Z Ji, S Li, X Luo, X Qu - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
… The existing behavioral clone based models can be generalized into various types of …
behavioral cloning algorithms in the domain shift scenarios, we present a novel behavioral cloning

Implicit predictive behavior cloning for autonomous driving decision-making in urban traffic

X Wang, C Wei, H Tian, W Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Behavior cloning and data-driven learning-based models provide promising directions for …
explicit behavior cloning strategies, we propose a method based on implicit behavior cloning

Towards behavioural cloning for autonomous driving

SK Saksena, B Navaneethkrishnan… - 2019 Third IEEE …, 2019 - ieeexplore.ieee.org
Behavioural Cloning does away with the problem of long transit as the deterministic … This
paper aims to introduce a learning approach to behavioural cloning using a variant of the Long…

[图书][B] Applied Deep Learning and Computer Vision for Self-Driving Cars: Build autonomous vehicles using deep neural networks and behavior-cloning techniques

S Ranjan, S Senthamilarasu - 2020 - books.google.com
… Here, cloning means that our learning program will copy and clone human behavior such
as our steering actions to mimic human driving. We will implement a behavior cloning project …

Cloning safe driving behavior for self-driving cars using convolutional neural networks

W Farag - Recent Patents on Computer Science, 2019 - ingentaconnect.com
… of the “generator function to load data in memory” will help to extend the current training
process into using giant data sets (100’s of GB) which is a necessity for putting “behavior cloning

[PDF][PDF] Integrating Human Behavior toward the Development of Safer Cooperative Automated Transportation: Implementation of SHRP2 Naturalistic Driving Study

MM Ahmed - 2021 - dot.state.wy.us
… of human behavior for achieving proper behavior cloning and to … for cloning human behavior
in a Cooperative Automated … To what degree we should integrate behavior cloning into …

Mono-video deep adaptive cruise control in the image space via behavior cloning

M Dolgov, T Michalke - 2020 IEEE 23rd International …, 2020 - ieeexplore.ieee.org
… While we focus on learning only the longitudinal control for automated driving, there is a
large body of research that considers learning high-level behavior for automated vehicles via IL […

Enhanced Behavioral Cloning with Environmental Losses for Self-Driving Vehicles

NF Pinto, T Gilles - arXiv preprint arXiv:2202.09271, 2022 - arxiv.org
… This work highlighted the limited capabilities of behavioral cloning to handle complex urban
scenarios. [16] trained a ConvNet to predict divergences between model predictions and …