H.264 Compress-Then-Analyze Transmission in Edge-Assisted Visual SLAM

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

Abstract

Edge-assisted Visual Simultaneous Localization and Mapping (V-SLAM) systems offload complex analysis modules from computationally constrained mobile devices to cloud servers at the network edge. As visual data must travel through networks to reach the edge cloud, it is crucial to minimize transferred data while maintaining reliable and accurate localization and map generation. State-of-the-art systems perform pre-analysis of SLAM modules on the mobile device, causing high processing delays and limiting functionality. To minimise both throughput demand and latency, we are investigating video compression techniques in Compress-Then-Analyze (CTA) transmission systems. Evaluations employing the widely used H.264 video compression standard demonstrate that CTA achieves lower throughputs than its counterparts, as well as significantly reduced processing delays and transmission latencies. The results open up new possibilities to explore this research direction on edge-assisted V-SLAM further.

Details

OriginalspracheEnglisch
Titel28th European Wireless Conference, EW 2023
Herausgeber (Verlag)VDE Verlag, Berlin [u. a.]
Seiten123-128
Seitenumfang6
ISBN (elektronisch)9783800762262
PublikationsstatusVeröffentlicht - 2023
Peer-Review-StatusJa

Konferenz

Titel28th European Wireless Conference, EW 2023
Dauer2 - 4 Oktober 2023
StadtRome
LandItalien

Externe IDs

ORCID /0000-0001-7008-1537/work/159171838
ORCID /0000-0001-8469-9573/work/161891356