Unsupervised semantic clustering and localization for mobile robotics tasks

V Balaska, L Bampis, M Boudourides… - Robotics and …, 2020 - Elsevier
Due to its vast applicability, the semantic interpretation of regions or entities increasingly
attracts the attention of scholars within the robotics community. The paper at hand introduces …

Methods and Applications of Space Understanding in Indoor Environment—A Decade Survey

S Pokuciński, D Mrozek - Applied Sciences, 2024 - mdpi.com
The demand for digitizing manufacturing and controlling processes has been steadily
increasing in recent years. Digitization relies on different techniques and equipment, which …

Dynamic bayesian network for semantic place classification in mobile robotics

C Premebida, DR Faria, U Nunes - Autonomous Robots, 2017 - Springer
In this paper, the problem of semantic place categorization in mobile robotics is addressed
by considering a time-based probabilistic approach called dynamic Bayesian mixture model …

Incremental topological segmentation for semi-structured environments using discretized GVG

M Liu, F Colas, L Oth, R Siegwart - Autonomous Robots, 2015 - Springer
Over the past few decades, topological segmentation has been much studied, especially for
structured environments. In this work, we first propose a set of criteria to assess the quality of …

Applying probabilistic mixture models to semantic place classification in mobile robotics

C Premebida, DR Faria, FA Souza… - 2015 IEEE/RSJ …, 2015 - ieeexplore.ieee.org
In this paper a study is made of the problem of classifying scenarios, in terms of semantic
categories, based on data gathered from sensors mounted on-board mobile robots …

[PDF][PDF] 机器人室内语义建图中的场所感知方法综述

朱博, 高翔, 赵燕喃 - 自动化学报, 2017 - aas.net.cn
摘要场所感知问题是机器人语义地图研究的关键问题之一, 本文对室内语义地图相关的场所感知
方法进行全面综述. 首先, 根据近年的文献给出场所概念的描述性定义, 对研究中涉及的相近术语 …

An integrated model of autonomous topological spatial cognition

H Karaoğuz, HI Bozma - Autonomous Robots, 2016 - Springer
This paper is focused on endowing a mobile robot with topological spatial cognition. We
propose an integrated model—where the concept of a 'place'is defined as a collection of …

Semantic classification of mobile robot locations through 2D laser scans

B Kaleci, ÇM Şenler, H Dutağacı… - Intelligent Service …, 2020 - Springer
Previous learning-based methods that rely on 2D laser data to classify indoor robot locations
into semantic classes were successful in distinguishing between rooms and corridors …

[HTML][HTML] Human-Like room segmentation for domestic cleaning robots

D Fleer - Robotics, 2017 - mdpi.com
Autonomous mobile robots have recently become a popular solution for automating
cleaning tasks. In one application, the robot cleans a floor space by traversing and covering …

Hierarchically self-organizing visual place memory

Ö Erkent, H Karaoguz, HI Bozma - Advanced Robotics, 2017 - Taylor & Francis
A hierarchically organized visual place memory enables a robot to associate with its
respective knowledge efficiently. In this paper, we consider how this organization can be …