Automatic floor plan analysis and recognition

PN Pizarro, N Hitschfeld, I Sipiran… - Automation in …, 2022 - Elsevier
Due to recent advances in machine learning, there has been an explosive development of
multiple methodologies that automatically extract information from architectural floor plans …

Kinematic Constrained Bi-directional RRT with Efficient Branch Pruning for robot path planning

J Wang, B Li, MQH Meng - Expert Systems with Applications, 2021 - Elsevier
In this paper, we present a novel path planning algorithm called Kinematic Constrained Bi-
directional Rapidly-exploring Random Tree with Efficient Branch Pruning (KB-RRT*), which …

Automated building layout generation using deep learning and graph algorithms

L Wang, J Liu, Y Zeng, G Cheng, H Hu, J Hu… - Automation in …, 2023 - Elsevier
Designing architectural layouts is a complex task that has garnered significant attention in
the research community. While automated site layout design and flat layout design have …

GMR-RRT*: Sampling-based path planning using gaussian mixture regression

J Wang, T Li, B Li, MQH Meng - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Mobile robot autonomous path planning is an essential factor for its wide deployment in real-
world applications. Conventional sampling-based algorithms have gained tremendous …

FArMARe: a Furniture-Aware Multi-task methodology for Recommending Apartments based on the user interests

A Abdari, A Falcon, G Serra - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Nowadays, many people frequently have to search for new accommodation options.
Searching for a suitable apartment is a time-consuming process, especially because visiting …

Survey on learning-based scene extrapolation in robotics

S Güzel, S Yavuz - International Journal of Intelligent Robotics and …, 2024 - Springer
Human's imagination capability provides recognition of unseen environment which should
be improved in robots in order to have better mapping, planning, navigation and exploration …

Pathbench: A benchmarking platform for classical and learned path planning algorithms

AI Toma, HY Hsueh, HA Jaafar, R Murai… - … 18th Conference on …, 2021 - ieeexplore.ieee.org
Path planning is a key component in mobile robotics. A wide range of path planning
algorithms exist, but few attempts have been made to benchmark the algorithms holistically …

[Retracted] Reinforcement Learning‐Based Path Planning Algorithm for Mobile Robots

ZX Liu, Q Wang, B Yang - Wireless Communications and …, 2022 - Wiley Online Library
A robot path planning algorithm based on reinforcement learning is proposed. The algorithm
discretizes the information of obstacles around the mobile robot and the direction …

Waypoint planning networks

AI Toma, HA Jaafar, HY Hsueh, S James… - arXiv preprint arXiv …, 2021 - arxiv.org
With the recent advances in machine learning, path planning algorithms are also evolving;
however, the learned path planning algorithms often have difficulty competing with success …

A hierarchical approach for mobile robot exploration in pedestrian crowd

Z Zheng, C Cao, J Pan - IEEE Robotics and Automation Letters, 2021 - ieeexplore.ieee.org
Autonomous exploration is a fundamental task for mobile robots. However, a major limitation
is that in practical applications, robots usually face dynamic obstacles such as pedestrian …