Sosyal Robotlar için Çocuklarda Yüz Eylem Birimi Tespitinde Maskeleme ve Sikiştirma Teknikleri

Erhan Bicer; Seyma Takir; Cemal Gurpinar; Pinar Uluer; Hatice Kose

doi:10.1109/SIU55565.2022.9864989

Sosyal Robotlar için Çocuklarda Yüz Eylem Birimi Tespitinde Maskeleme ve Sikiştirma Teknikleri

Translated title of the contribution: Masking and Compression Techniques for Efficient Action Unit Detection of Children for Social Robots

Erhan Bicer, Seyma Takir, Cemal Gurpinar, Pinar Uluer, Hatice Kose

Department of Artificial Intelligence and Data Engineering

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

Abstract

This paper proposes masking and compression techniques for action unit detection of children to be used on a social robot. The aim of the study is to develop a real-time action unit-based emotion recognition module based on limited processing power and lower memory comsumption on the robot. For this purpose, the effect of various preprocessing techniques and image compression methods on action unit recognition of children are observed. The results show that preprocessing steps that will constrain the robot's response time, can be excluded in our real-time applications.

Translated title of the contribution	Masking and Compression Techniques for Efficient Action Unit Detection of Children for Social Robots
Original language	Turkish
Title of host publication	2022 30th Signal Processing and Communications Applications Conference, SIU 2022
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781665450928
DOIs	https://doi.org/10.1109/SIU55565.2022.9864989
Publication status	Published - 2022
Event	30th Signal Processing and Communications Applications Conference, SIU 2022 - Safranbolu, Turkey Duration: 15 May 2022 → 18 May 2022

Publication series

Name	2022 30th Signal Processing and Communications Applications Conference, SIU 2022

Conference

Conference	30th Signal Processing and Communications Applications Conference, SIU 2022
Country/Territory	Turkey
City	Safranbolu
Period	15/05/22 → 18/05/22

Bibliographical note

Publisher Copyright:
© 2022 IEEE.

Access to Document

10.1109/SIU55565.2022.9864989

Cite this

Bicer, E., Takir, S., Gurpinar, C., Uluer, P., & Kose, H. (2022). Sosyal Robotlar için Çocuklarda Yüz Eylem Birimi Tespitinde Maskeleme ve Sikiştirma Teknikleri. In 2022 30th Signal Processing and Communications Applications Conference, SIU 2022 (2022 30th Signal Processing and Communications Applications Conference, SIU 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SIU55565.2022.9864989

Bicer, Erhan ; Takir, Seyma ; Gurpinar, Cemal et al. / Sosyal Robotlar için Çocuklarda Yüz Eylem Birimi Tespitinde Maskeleme ve Sikiştirma Teknikleri. 2022 30th Signal Processing and Communications Applications Conference, SIU 2022. Institute of Electrical and Electronics Engineers Inc., 2022. (2022 30th Signal Processing and Communications Applications Conference, SIU 2022).

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title = "Sosyal Robotlar i{\c c}in {\c C}ocuklarda Y{\"u}z Eylem Birimi Tespitinde Maskeleme ve Siki{\c s}tirma Teknikleri",

abstract = "This paper proposes masking and compression techniques for action unit detection of children to be used on a social robot. The aim of the study is to develop a real-time action unit-based emotion recognition module based on limited processing power and lower memory comsumption on the robot. For this purpose, the effect of various preprocessing techniques and image compression methods on action unit recognition of children are observed. The results show that preprocessing steps that will constrain the robot's response time, can be excluded in our real-time applications.",

keywords = "facial action unit detection, human-robot interaction, image compression, image masking",

author = "Erhan Bicer and Seyma Takir and Cemal Gurpinar and Pinar Uluer and Hatice Kose",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 30th Signal Processing and Communications Applications Conference, SIU 2022 ; Conference date: 15-05-2022 Through 18-05-2022",

year = "2022",

doi = "10.1109/SIU55565.2022.9864989",

language = "T{\"u}rk{\c c}e",

series = "2022 30th Signal Processing and Communications Applications Conference, SIU 2022",

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

booktitle = "2022 30th Signal Processing and Communications Applications Conference, SIU 2022",

address = "United States",

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Bicer, E , Takir, S, Gurpinar, C, Uluer, P & Kose, H 2022, Sosyal Robotlar için Çocuklarda Yüz Eylem Birimi Tespitinde Maskeleme ve Sikiştirma Teknikleri. in 2022 30th Signal Processing and Communications Applications Conference, SIU 2022. 2022 30th Signal Processing and Communications Applications Conference, SIU 2022, Institute of Electrical and Electronics Engineers Inc., 30th Signal Processing and Communications Applications Conference, SIU 2022, Safranbolu, Turkey, 15/05/22. https://doi.org/10.1109/SIU55565.2022.9864989

Sosyal Robotlar için Çocuklarda Yüz Eylem Birimi Tespitinde Maskeleme ve Sikiştirma Teknikleri. / Bicer, Erhan ; Takir, Seyma; Gurpinar, Cemal et al.
2022 30th Signal Processing and Communications Applications Conference, SIU 2022. Institute of Electrical and Electronics Engineers Inc., 2022. (2022 30th Signal Processing and Communications Applications Conference, SIU 2022).

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

TY - GEN

T1 - Sosyal Robotlar için Çocuklarda Yüz Eylem Birimi Tespitinde Maskeleme ve Sikiştirma Teknikleri

AU - Bicer, Erhan

AU - Takir, Seyma

AU - Gurpinar, Cemal

AU - Uluer, Pinar

AU - Kose, Hatice

PY - 2022

Y1 - 2022

N2 - This paper proposes masking and compression techniques for action unit detection of children to be used on a social robot. The aim of the study is to develop a real-time action unit-based emotion recognition module based on limited processing power and lower memory comsumption on the robot. For this purpose, the effect of various preprocessing techniques and image compression methods on action unit recognition of children are observed. The results show that preprocessing steps that will constrain the robot's response time, can be excluded in our real-time applications.

AB - This paper proposes masking and compression techniques for action unit detection of children to be used on a social robot. The aim of the study is to develop a real-time action unit-based emotion recognition module based on limited processing power and lower memory comsumption on the robot. For this purpose, the effect of various preprocessing techniques and image compression methods on action unit recognition of children are observed. The results show that preprocessing steps that will constrain the robot's response time, can be excluded in our real-time applications.

KW - facial action unit detection

KW - human-robot interaction

KW - image compression

KW - image masking

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U2 - 10.1109/SIU55565.2022.9864989

DO - 10.1109/SIU55565.2022.9864989

M3 - Konferans katkısı

AN - SCOPUS:85138738050

T3 - 2022 30th Signal Processing and Communications Applications Conference, SIU 2022

BT - 2022 30th Signal Processing and Communications Applications Conference, SIU 2022

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 30th Signal Processing and Communications Applications Conference, SIU 2022

Y2 - 15 May 2022 through 18 May 2022

ER -

Bicer E , Takir S, Gurpinar C, Uluer P, Kose H. Sosyal Robotlar için Çocuklarda Yüz Eylem Birimi Tespitinde Maskeleme ve Sikiştirma Teknikleri. In 2022 30th Signal Processing and Communications Applications Conference, SIU 2022. Institute of Electrical and Electronics Engineers Inc. 2022. (2022 30th Signal Processing and Communications Applications Conference, SIU 2022). doi: 10.1109/SIU55565.2022.9864989

Sosyal Robotlar için Çocuklarda Yüz Eylem Birimi Tespitinde Maskeleme ve Sikiştirma Teknikleri

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