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Pregled bibliografske jedinice broj: 839274

Probabilistic Eye Contact Detection for the Robot- assisted ASD Diagnostic Protocol


Petric, Frano; Miklić, Damjan; Kovačić, Zdenko
Probabilistic Eye Contact Detection for the Robot- assisted ASD Diagnostic Protocol // Proceedings of the Fifth Croatian Computer Vision Workshop (CCVW 2016) / Cupec, Robert (ur.).
Osijek, 2016. str. 3-8 (poster, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


CROSBI ID: 839274 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Probabilistic Eye Contact Detection for the Robot- assisted ASD Diagnostic Protocol

Autori
Petric, Frano ; Miklić, Damjan ; Kovačić, Zdenko

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the Fifth Croatian Computer Vision Workshop (CCVW 2016) / Cupec, Robert - Osijek, 2016, 3-8

Skup
Fifth Croatian Computer Vision Workshop (CCVW 2016)

Mjesto i datum
Osijek, Hrvatska, 11.10.2016

Vrsta sudjelovanja
Poster

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
eye contact detection ; Autism Spectrum Disorder (ASD) ; diagnostics ; NAO humanoid robot

Sažetak
This paper describes a probabilistic method for eye contact detection, aimed at facilitating the diagnostic process of Autism Spectrum Disorder (ASD). Eye contact, which is a special case of a wider social-attention cue called gaze, plays a major role in ASD diagnostics protocols used in clinical practice. Therefore, a reliable method for automatic eye contact detection is a key capability to open the way towards robot assisted autism diagnostics, which has the potential to reduce diagnostic time and increase reliability. The proposed method uses data from a simple low-resolution monocular camera, which is built into the NAO humanoid robot, and uses head pose and gaze direction as its inputs, which are very prone to outliers. We use a probabilistic framework in order to provide continuous measure of the eye contact and increase robustness to outliers. Furthermore, we take into account the temporal aspect of eye contact, in order to discard short glances which do not indicate actual transfer of attention. Initial experimental results, conducted in a laboratory setting, confirm that the proposed method can be effective in detecting eye contact with the NAO humanoid robot.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika, Temeljne tehničke znanosti, Književnost



POVEZANOST RADA


Projekti:
ADORE (HRZZ)

Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Zdenko Kovačić (autor)

Avatar Url Frano Petric (autor)

Avatar Url Damjan Miklić (autor)


Citiraj ovu publikaciju:

Petric, Frano; Miklić, Damjan; Kovačić, Zdenko
Probabilistic Eye Contact Detection for the Robot- assisted ASD Diagnostic Protocol // Proceedings of the Fifth Croatian Computer Vision Workshop (CCVW 2016) / Cupec, Robert (ur.).
Osijek, 2016. str. 3-8 (poster, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Petric, F., Miklić, D. & Kovačić, Z. (2016) Probabilistic Eye Contact Detection for the Robot- assisted ASD Diagnostic Protocol. U: Cupec, R. (ur.)Proceedings of the Fifth Croatian Computer Vision Workshop (CCVW 2016).
@article{article, author = {Petric, Frano and Mikli\'{c}, Damjan and Kova\v{c}i\'{c}, Zdenko}, editor = {Cupec, R.}, year = {2016}, pages = {3-8}, keywords = {eye contact detection, Autism Spectrum Disorder (ASD), diagnostics, NAO humanoid robot}, title = {Probabilistic Eye Contact Detection for the Robot- assisted ASD Diagnostic Protocol}, keyword = {eye contact detection, Autism Spectrum Disorder (ASD), diagnostics, NAO humanoid robot}, publisherplace = {Osijek, Hrvatska} }
@article{article, author = {Petric, Frano and Mikli\'{c}, Damjan and Kova\v{c}i\'{c}, Zdenko}, editor = {Cupec, R.}, year = {2016}, pages = {3-8}, keywords = {eye contact detection, Autism Spectrum Disorder (ASD), diagnostics, NAO humanoid robot}, title = {Probabilistic Eye Contact Detection for the Robot- assisted ASD Diagnostic Protocol}, keyword = {eye contact detection, Autism Spectrum Disorder (ASD), diagnostics, NAO humanoid robot}, publisherplace = {Osijek, Hrvatska} }




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