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Expression Recognit...
Expression Recognition Using the Periocular Region : A Feasibility Study
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- Alonso-Fernandez, Fernando, 1978- (författare)
- Högskolan i Halmstad,CAISR Centrum för tillämpade intelligenta system (IS-lab)
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- Bigun, Josef, 1961- (författare)
- Högskolan i Halmstad,CAISR Centrum för tillämpade intelligenta system (IS-lab)
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- Englund, Cristofer (författare)
- RISE,Viktoria,RISE Viktoria, Gothenburg, Sweden
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(creator_code:org_t)
- Los Alamitos : Institute of Electrical and Electronics Engineers Inc. 2019
- 2019
- Engelska.
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Ingår i: Proceedings - 14th International Conference on Signal Image Technology and Internet Based Systems, SITIS 2018. - Los Alamitos : Institute of Electrical and Electronics Engineers Inc.. - 9781538693858 - 9781538693865 ; , s. 536-541
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Abstract
Ämnesord
Stäng
- This paper investigates the feasibility of using the periocular region for expression recognition. Most works have tried to solve this by analyzing the whole face. Periocular is the facial region in the immediate vicinity of the eye. It has the advantage of being available over a wide range of distances and under partial face occlusion, thus making it suitable for unconstrained or uncooperative scenarios. We evaluate five different image descriptors on a dataset of 1,574 images from 118 subjects. The experimental results show an average/overall accuracy of 67.0/78.0% by fusion of several descriptors. While this accuracy is still behind that attained with full-face methods, it is noteworthy to mention that our initial approach employs only one frame to predict the expression, in contraposition to state of the art, exploiting several order more data comprising spatial-temporal data which is often not available.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Signalbehandling (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Signal Processing (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datorseende och robotik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Vision and Robotics (hsv//eng)
- TEKNIK OCH TEKNOLOGIER -- Medicinteknik -- Medicinsk bildbehandling (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Medical Engineering -- Medical Image Processing (hsv//eng)
Nyckelord
- Emotion recognition
- Expression recognition
- Periocular analysis
- Periocular descriptor
- Descriptors
- Feasibility studies
- Full face method
- Image descriptors
- Periocular
- Spatial-temporal data
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
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