Presentation | 2018-12-25 Emotions detection scheme using facial skin temperature and heart rate Kahil Mustafa Jamal S, Eiji Kamioka, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The main aim of this study is to detect emotions based on facial skin temperature and Heart Rate (HR) Using thermals camera, HR monitor and machine learning techniques. The emotions targeted in this paper are Relax, Fear, Sadness, and Joy. An experiment was conducted with 20 healthy subjects (10 females and 10 males, 20 to 31 years old). Both visual and auditory media were used to induce these emotions in the experiment. Five points on the face were focused on, which are: nose, glabellar line (between the eyes and eyebrows), right/left cheeks, and the chin as well as the HR of the subjects. To determine the emotion, Artificial Neural Network (ANN) was used as a classifier and it achieved the accuracy of 85% with Multilayer Perceptron (MLP) as a classifier. This mechanism proves that facial skin temperature and HR can be a good indicator of the changes in humans? emotions state. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Emotions detection / Facial skin temperature / Artificial neural network(ANN) / Thermals camera / Machine learning / Heart rate (HR) |
Paper # | MoNA2018-47 |
Date of Issue | 2018-12-18 (MoNA) |
Conference Information | |
Committee | MoNA |
---|---|
Conference Date | 2018/12/25(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | General |
Chair | Ryoichi Shinkuma(Kyoto Univ.) |
Vice Chair | Shigeaki Tagashira(Kansai Univ.) / Gen Kitagata(Tohoku Univ.) |
Secretary | Shigeaki Tagashira(Kyushu Univ.) / Gen Kitagata(NEC) |
Assistant | Ken Usui(KDDI Research) / Kenji Kanai(Waseda Univ.) |
Paper Information | |
Registration To | Technical Committee on Mobile Network and Applications |
---|---|
Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Emotions detection scheme using facial skin temperature and heart rate |
Sub Title (in English) | |
Keyword(1) | Emotions detection |
Keyword(2) | Facial skin temperature |
Keyword(3) | Artificial neural network(ANN) |
Keyword(4) | Thermals camera |
Keyword(5) | Machine learning |
Keyword(6) | Heart rate (HR) |
1st Author's Name | Kahil Mustafa Jamal S |
1st Author's Affiliation | Shibaura institute of technology(SIT) |
2nd Author's Name | Eiji Kamioka |
2nd Author's Affiliation | Shibaura institute of technology(SIT) |
Date | 2018-12-25 |
Paper # | MoNA2018-47 |
Volume (vol) | vol.118 |
Number (no) | MoNA-378 |
Page | pp.pp.49-54(MoNA), |
#Pages | 6 |
Date of Issue | 2018-12-18 (MoNA) |