Title | Cognitive behaviour analysis based on facial information using depth sensors |
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Authors | Montenegro, J.F. |
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| Villarini, B. |
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| Gkelias, A. |
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| Argyriou, V. |
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Editors | Wannous, H. |
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| Pala, P. |
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| Daoudi, M. |
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| Flórez-Revuelta, F. |
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Type | Conference paper |
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Abstract | Cognitive behaviour analysis is considered of high impor- tance with many innovative applications in a range of sectors including healthcare, education, robotics and entertainment. In healthcare, cogni- tive and emotional behaviour analysis helps to improve the quality of life of patients and their families. Amongst all the different approaches for cognitive behaviour analysis, significant work has been focused on emo- tion analysis through facial expressions using depth and EEG data. Our work introduces an emotion recognition approach using facial expres- sions based on depth data and landmarks. A novel dataset was created that triggers emotions from long or short term memories. This work uses novel features based on a non-linear dimensionality reduction, t-SNE, applied on facial landmarks and depth data. Its performance was eval- uated in a comparative study, proving that our approach outperforms other state-of-the-art features. |
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Keywords | cognitive behaviour, depth sensors, dimensionality reduction |
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Year | 2016 |
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Conference | ICPR Workshop on Understanding Human Activities through 3D Sensors (UHA3DS 2016) |
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Publisher | Springer |
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Accepted author manuscript | |
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Publication dates |
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Published | 16 May 2018 |
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Journal | Lecture Notes in Computer Science |
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Journal citation | 10188, pp. 15-28 |
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ISSN | 0302-9743 |
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Book title | Understanding Human Activities Through 3D Sensors: Second International Workshop, UHA3DS 2016, Held in Conjunction with the 23rd International Conference on Pattern Recognition, ICPR 2016, Cancun, Mexico, December 4, 2016, Revised Selected Papers |
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ISBN | 9783319918624 |
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Digital Object Identifier (DOI) | https://doi.org/10.1007/978-3-319-91863-1 |
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Web address (URL) of conference proceedings | https://www.springer.com/gb/book/9783319918624?wt_mc=ThirdParty.RD.3.EPR653.About_eBook#otherversion=9783319918631 |
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Web address (URL) | http://www-rech.telecom-lille.fr/uha3ds2016/Papers/Cognitive%20behaviour%20analysis.pdf |
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