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GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge [article]

Arthi Padmanabhan, Neil Agarwal, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali
2022 arXiv   pre-print
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]

Arthi Padmanabhan, Neil Agarwal, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali
2022
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

Matteo Vergani, Marco Lombardi, Maria Alvanou, Cristian Barna, Mihai Viteazul, Claudio Bertolotti, Valerio De Divitiis, Daniel Köhler, Miroslav Mareš, Anita Perešin, Giovanni Pisapia, Begoc -Baku -Azerbaijan (+14 others)
2012 Largo Gemelli   unpublished
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