Porting deep neural networks on the edge via dynamic K-means compression: A case study of plant disease detection

Fabrizio De Vita; Giorgio Nocera; Dario Bruneo; Valeria Tomaselli; Davide Giacalone; Sajal K. Das

doi:10.1016/j.pmcj.2021.101437

Porting deep neural networks on the edge via dynamic K-means compression: A case study of plant disease detection

Fabrizio De Vita
, Giorgio Nocera
, Dario Bruneo
, Valeria Tomaselli
, Davide Giacalone
, Sajal K. Das

Computer Science

Research output: Contribution to journal › Article › peer-review

Original language	English
Article number	101437
Journal	Pervasive and Mobile Computing
Volume	75
DOIs	https://doi.org/10.1016/j.pmcj.2021.101437
State	Published - Aug 2021

ASJC Scopus Subject Areas

Software
Information Systems
Hardware and Architecture
Computer Science Applications
Computer Networks and Communications

Keywords

Compression
Deep learning
Edge
ICPS
Smart agriculture

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10.1016/j.pmcj.2021.101437

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title = "Porting deep neural networks on the edge via dynamic K-means compression: A case study of plant disease detection",

keywords = "Compression, Deep learning, Edge, ICPS, Smart agriculture",

author = "\{De Vita\}, Fabrizio and Giorgio Nocera and Dario Bruneo and Valeria Tomaselli and Davide Giacalone and Das, \{Sajal K.\}",

note = "Publisher Copyright: {\textcopyright} 2021 Elsevier B.V.",

year = "2021",

month = aug,

doi = "10.1016/j.pmcj.2021.101437",

language = "English",

volume = "75",

journal = "Pervasive and Mobile Computing",

issn = "1574-1192",

}

TY - JOUR

T1 - Porting deep neural networks on the edge via dynamic K-means compression

T2 - A case study of plant disease detection

AU - De Vita, Fabrizio

AU - Nocera, Giorgio

AU - Bruneo, Dario

AU - Tomaselli, Valeria

AU - Giacalone, Davide

AU - Das, Sajal K.

PY - 2021/8

Y1 - 2021/8

KW - Compression

KW - Deep learning

KW - Edge

KW - ICPS

KW - Smart agriculture

UR - https://www.scopus.com/pages/publications/85108633572

UR - https://www.scopus.com/pages/publications/85108633572#tab=citedBy

U2 - 10.1016/j.pmcj.2021.101437

DO - 10.1016/j.pmcj.2021.101437

M3 - Article

SN - 1574-1192

VL - 75

JO - Pervasive and Mobile Computing

JF - Pervasive and Mobile Computing

M1 - 101437

ER -

Porting deep neural networks on the edge via dynamic K-means compression: A case study of plant disease detection

ASJC Scopus Subject Areas

Keywords

Access to Document

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