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Pareto-based Evaluation of Lightweight AI Models on Embedded Devices

Authors: Rojas Carrasco, Patricio;

Pareto-based Evaluation of Lightweight AI Models on Embedded Devices

Abstract

Reproducible framework for evaluating lightweight AI models on low-cost embedded devices using Pareto-based multi-objective analysis. Includes implementations of MLR, MLP and CNN models evaluated on ESP32-S3 and Raspberry Pi platforms.

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Keywords

TinyML, machine learning, Pareto optimization, edge computing, embedded AI

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Powered by OpenAIRE graph
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average