Image-based text classification using 2d convolutional neural networks

Erinc Merdivan; Anastasios Vafeiadis; Dimitrios Kalatzis; Sten Hanke; Joahannes Kroph; Konstantinos Votis; Dimitrios Giakoumis; Dimitrios Tzovaras; Liming Chen; Raouf Hamzaoui; Matthieu Geist

doi:10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00066

Image-based text classification using 2d convolutional neural networks

Erinc Merdivan
, Anastasios Vafeiadis
, Dimitrios Kalatzis
, Sten Hanke
, Joahannes Kroph
, Konstantinos Votis
, Dimitrios Giakoumis
, Dimitrios Tzovaras
, Liming Chen
, Raouf Hamzaoui
, Matthieu Geist

Austrian Institute of Technology
LORIA Laboratoire Lorrain de Recherche en Informatique et ses Applications
Information Technologies Institute
De Montfort University
LIEC

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Original language	English
Title of host publication	Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	144-149
Number of pages	6
ISBN (Electronic)	9781728140346
DOIs	https://doi.org/10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00066
Publication status	Published - Aug 2019
Externally published	Yes
Event	2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019 - Leicester, United Kingdom Duration: 19 Aug 2019 → 23 Aug 2019

Publication series

Name	Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019

Conference

Conference	2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019
Country/Territory	United Kingdom
City	Leicester
Period	19/08/19 → 23/08/19

Keywords

Convolutional neural networks
Deep learning
Dialogue modelling
Text classification

Access to Document

10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00066

Cite this

Merdivan, E., Vafeiadis, A., Kalatzis, D., Hanke, S., Kroph, J., Votis, K., Giakoumis, D., Tzovaras, D., Chen, L., Hamzaoui, R., & Geist, M. (2019). Image-based text classification using 2d convolutional neural networks. In Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019 (pp. 144-149). Article 9060337 (Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00066

Merdivan, Erinc ; Vafeiadis, Anastasios ; Kalatzis, Dimitrios et al. / Image-based text classification using 2d convolutional neural networks. Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 144-149 (Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019).

@inproceedings{137dafa5650c4b95bc658aed1dd6f912,

title = "Image-based text classification using 2d convolutional neural networks",

keywords = "Convolutional neural networks, Deep learning, Dialogue modelling, Text classification",

author = "Erinc Merdivan and Anastasios Vafeiadis and Dimitrios Kalatzis and Sten Hanke and Joahannes Kroph and Konstantinos Votis and Dimitrios Giakoumis and Dimitrios Tzovaras and Liming Chen and Raouf Hamzaoui and Matthieu Geist",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019 ; Conference date: 19-08-2019 Through 23-08-2019",

year = "2019",

month = aug,

doi = "10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00066",

language = "English",

series = "Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "144--149",

booktitle = "Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019",

}

Merdivan, E, Vafeiadis, A, Kalatzis, D, Hanke, S, Kroph, J, Votis, K, Giakoumis, D, Tzovaras, D, Chen, L, Hamzaoui, R & Geist, M 2019, Image-based text classification using 2d convolutional neural networks. in Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019., 9060337, Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019, Institute of Electrical and Electronics Engineers Inc., pp. 144-149, 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019, Leicester, United Kingdom, 19/08/19. https://doi.org/10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00066

Image-based text classification using 2d convolutional neural networks. / Merdivan, Erinc; Vafeiadis, Anastasios; Kalatzis, Dimitrios et al.
Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 144-149 9060337 (Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Image-based text classification using 2d convolutional neural networks

AU - Merdivan, Erinc

AU - Vafeiadis, Anastasios

AU - Kalatzis, Dimitrios

AU - Hanke, Sten

AU - Kroph, Joahannes

AU - Votis, Konstantinos

AU - Giakoumis, Dimitrios

AU - Tzovaras, Dimitrios

AU - Chen, Liming

AU - Hamzaoui, Raouf

AU - Geist, Matthieu

PY - 2019/8

Y1 - 2019/8

KW - Convolutional neural networks

KW - Deep learning

KW - Dialogue modelling

KW - Text classification

UR - https://www.scopus.com/pages/publications/85083574514

U2 - 10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00066

DO - 10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00066

M3 - Conference contribution

AN - SCOPUS:85083574514

T3 - Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019

SP - 144

EP - 149

BT - Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019

Y2 - 19 August 2019 through 23 August 2019

ER -

Merdivan E, Vafeiadis A, Kalatzis D, Hanke S, Kroph J, Votis K et al. Image-based text classification using 2d convolutional neural networks. In Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 144-149. 9060337. (Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019). doi: 10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00066

Image-based text classification using 2d convolutional neural networks

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Keywords

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