RAVIC: Reliable Agents in Centralized Visual Collaborative SLAM

Publikation: Beitrag in Buch/Konferenzbericht/Sammelband/GutachtenBeitrag in KonferenzbandBeigetragenBegutachtung

Abstract

Visual Collaborative Simultaneous Localization and Mapping (SLAM) uses multiple mobile devices to capture images of their surroundings and map their environment collectively while simultaneously determining their position. In centralized approaches, a single server merges visual features from these devices to build a shared map. Offloading computationally intensive tasks benefits resource-limited mobile devices. However, due to unpredictable and heterogeneous communication links, maps at the server and on the devices can become asynchronous, potentially leading to real-time localization failures. To address these issues, we present Reliable Agents in Centralized Visual Collaborative SLAM (RAVIC), which employs an optimised server-to-agent communication strategy. This includes a novel keyframe selection method that exploits the server's global map to improve tracking under high agent mobility and network latency. In addition, adjustments to agent-to-server communication and agent tracking algorithm reduce the computational demands on mobile devices, leading to a reduction in average tracking processing time of up to 27.2 ms. Our evaluation using benchmark datasets and different network conditions shows a drastic reduction in track loss probability from 61.4% to only 1.0% utilising merged map data in collaborative scenarios, demonstrating that collaboration increases the reliability of individual agents.

Details

OriginalspracheEnglisch
TitelGLOBECOM 2024 - 2024 IEEE Global Communications Conference
Herausgeber (Verlag)Institute of Electrical and Electronics Engineers (IEEE)
Seiten2262-2267
Seitenumfang6
ISBN (elektronisch)979-8-3503-5125-5
PublikationsstatusVeröffentlicht - 2024
Peer-Review-StatusJa

Publikationsreihe

ReiheIEEE Conference on Global Communications (GLOBECOM)
ISSN1930-529X

Konferenz

Titel2024 IEEE Global Communications Conference
UntertitelConnecting the Intelligent World through Africa
KurztitelGLOBECOM 2024
Dauer8 - 12 Dezember 2024
Webseite
OrtCape Town International Conference Centre
StadtCape Town
LandSüdafrika

Externe IDs

ORCID /0000-0001-8469-9573/work/184003929
ORCID /0000-0001-7008-1537/work/184005065

Schlagworte

Schlagwörter

  • collaboration, computation offloading, edge assisted, reliability, Visual SLAM