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Content Provider | IEEE Xplore Digital Library |
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Author | Shreve, M. Godavarthy, S. Manohar, V. Goldgof, D. Sarkar, S. |
Copyright Year | 2009 |
Description | Author affiliation: Department of Computer Science and Engineering, University of South Florida, USA (Shreve, M.; Godavarthy, S.; Manohar, V.; Goldgof, D.; Sarkar, S.) |
Abstract | This paper presents a novel method for automatic spotting (temporal segmentation) of facial expressions in long videos comprising of continuous and changing expressions. The method utilizes the strain impacted on the facial skin due to the non-rigid motion caused during expressions. The strain magnitude is calculated using the central difference method over the robust and dense optical flow field of each subjects face. Testing has been done on 2 datasets (which includes 100 macro-expressions) and promising results have been obtained. The method is robust to several common drawbacks found in automatic facial expression segmentation including moderate in-plane and out-of-plane motion. Additionally, the method has also been modified to work with videos containing micro-expressions. Micro-expressions are detected utilizing their smaller spatial and temporal extent. A subject's face is divided in to sub-regions (mouth, cheeks, forehead, and eyes) and facial strain is calculated for each of these regions. Strain patterns in individual regions are used to identify subtle changes which facilitate the detection of micro-expressions. |
Starting Page | 1 |
Ending Page | 6 |
File Size | 363280 |
Page Count | 6 |
File Format | |
ISBN | 9781424454976 |
ISSN | 15505790 |
e-ISBN | 9781424454983 |
DOI | 10.1109/WACV.2009.5403044 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2009-12-07 |
Publisher Place | USA |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Capacitive sensors Biomedical optical imaging Face recognition Nonlinear optics Robustness Image motion analysis Face detection Strain measurement Facial animation Video sequences |
Content Type | Text |
Resource Type | Article |
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