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GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
[article]
2022
arXiv
pre-print
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Most notably, edge-box GPUs lack the memory needed to concurrently house the growing number of (increasingly complex) models for real-time inference. ...
Our system, GEMEL, efficiently integrates merging into existing pipelines by (1) leveraging several guiding observations about per-model memory usage and inter-layer dependencies to quickly identify fruitful ...
In order to deliver highly-accurate query responses in real time, video analytics deployments have steadily migrated to the edge [25, 76, 104] . ...
arXiv:2201.07705v2
fatcat:aqdf4rdhlrgbjehljg3mfk5auq
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
[article]
2022
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2022; you can also visit the original URL.
The file type is application/pdf.
Most notably, edge-box GPUs lack the memory needed to concurrently house the growing number of (increasingly complex) models for real-time inference. ...
Our system, GEMEL, efficiently integrates merging into existing pipelines by (1) leveraging several guiding observations about per-model memory usage and inter-layer dependencies to quickly identify fruitful ...
In order to deliver highly-accurate query responses in real time, video analytics deployments have steadily migrated to the edge [24, 69, 91] . ...
doi:10.48550/arxiv.2201.07705
fatcat:5r6ixe47tnagzaptuy6hwtqcvi
Terrorismo e Società Milano 2015 SICUREZZA, TERRORISMO E SOCIETÀ INTERNATIONAL JOURNAL-INTERNATIONAL JOURNAL-Italian Team for Security, Terroristic Issues & Managing Emergencies Italian Team for Security, Terroristic Issues & Managing Emergencies Analyst at CeMiSS, Military Centre for Strategic Studies-Roma) EDUCatt-Ente per il Diritto allo Studio Universitario dell'Università Cattolica
2012
Largo Gemelli
unpublished
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2018; you can also visit the original URL.
The file type is application/pdf.
the development and implementation of a balanced and organized safety and security arrangement for the 2010 FWC: ...
This article focuses on the thirteen key activities carried out by the Johannesburg Metropolitan Police Department 5 (JMPD), with strategic assistance from the Jo'burg City Safety Programme 6 (JCSP), for ...
The video has an efficient impact, it is clear and explicit. ...
fatcat:aiz6rvblyvdtraaxr76ksx4mi4