Emotion Recognition from the Lip-Contour of a Subject Using Artificial Bee Colony Optimization Algorithm
This paper provides an alternative approach to emotion recognition from the outer lip-contour of the subjects. Subjects exhibit their emotions through their facial expressions, and the lip region is segmented from their facial images. A lip-contour model has been developed to represent the boundary...
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Published in | Swarm, Evolutionary, and Memetic Computing Vol. 7076; pp. 610 - 617 |
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Main Authors | , , , , |
Format | Book Chapter |
Language | English |
Published |
Germany
Springer Berlin / Heidelberg
2011
Springer Berlin Heidelberg |
Series | Lecture Notes in Computer Science |
Subjects | |
Online Access | Get full text |
ISBN | 9783642271717 3642271715 |
ISSN | 0302-9743 1611-3349 |
DOI | 10.1007/978-3-642-27172-4_72 |
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Abstract | This paper provides an alternative approach to emotion recognition from the outer lip-contour of the subjects. Subjects exhibit their emotions through their facial expressions, and the lip region is segmented from their facial images. A lip-contour model has been developed to represent the boundary of the lip, and the parameters of the model are adapted using artificial bee colony (ABC) optimization algorithm to match it with the boundary contour of the lip. An SVM classifier is then employed to classify the emotion of the subject from the parameter set of the subjects’ lip-contour. The experiment was performed on 50 subjects, and the average case accuracy in emotion classification is found to be 86%. |
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AbstractList | This paper provides an alternative approach to emotion recognition from the outer lip-contour of the subjects. Subjects exhibit their emotions through their facial expressions, and the lip region is segmented from their facial images. A lip-contour model has been developed to represent the boundary of the lip, and the parameters of the model are adapted using artificial bee colony (ABC) optimization algorithm to match it with the boundary contour of the lip. An SVM classifier is then employed to classify the emotion of the subject from the parameter set of the subjects’ lip-contour. The experiment was performed on 50 subjects, and the average case accuracy in emotion classification is found to be 86%. |
Author | Rakshit, Pratyusha Konar, Amit Janarthanan, Ramadoss Halder, Anisha Chakraborty, Aruna |
Author_xml | – sequence: 1 givenname: Anisha surname: Halder fullname: Halder, Anisha email: halder.anisha@gmail.com organization: ETCE Department, Jadavpur University, Kolkata, India – sequence: 2 givenname: Pratyusha surname: Rakshit fullname: Rakshit, Pratyusha email: pratyushar1@gmail.com organization: ETCE Department, Jadavpur University, Kolkata, India – sequence: 3 givenname: Aruna surname: Chakraborty fullname: Chakraborty, Aruna email: aruna_stcet@rediffmail.com organization: Department of Computer Science and Engineering, St. Thomas College of Engineering and Technology, Kolkata, India – sequence: 4 givenname: Amit surname: Konar fullname: Konar, Amit email: konaramit@yahoo.co.in organization: ETCE Department, Jadavpur University, Kolkata, India – sequence: 5 givenname: Ramadoss surname: Janarthanan fullname: Janarthanan, Ramadoss email: srmjana_73@yahoo.com organization: Department of IT, Jaya Engg. College, Chennai, India |
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Copyright | Springer-Verlag Berlin Heidelberg 2011 |
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Editor | Suganthan, Ponnuthurai Nagaratnam Satapathy, Suresh Chandra Panigrahi, Bijaya Ketan Das, Swagatam |
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Snippet | This paper provides an alternative approach to emotion recognition from the outer lip-contour of the subjects. Subjects exhibit their emotions through their... |
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StartPage | 610 |
SubjectTerms | Algorithms & data structures artificial bee colony optimization algorithm Artificial intelligence lip contour support vector machine User interface design & usability |
Title | Emotion Recognition from the Lip-Contour of a Subject Using Artificial Bee Colony Optimization Algorithm |
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