TY - GEN
T1 - A Photo-Realistic Generator of Most Expressive and Discriminant Changes in 2D Face Images
AU - Xavier, I.
AU - Pereira, M.
AU - Giraldi, G.
AU - Gibson, S.
AU - Solomon, C.
AU - Rueckert, D.
AU - Gillies, D.
AU - Thomaz, C.
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2016/3/8
Y1 - 2016/3/8
N2 - This work describes a photo-realistic generator that creates semi-automatically face images of unseen subjects. Unlike previously described methods for generating face imagery, the approach described herein incorporates texture and shape information in a single computational framework based on high dimensional encoding of variance and discriminant information from sample groups. The method produces realistic, frontal pose, images with minimum manual intervention. We believe that the work presented describes a useful tool for face perception applications where privacy-preserving analysis might be an issue and the goal is not the recognition of the face itself, but rather its characteristics like gender, age or race, commonly explored in social and forensic contexts.
AB - This work describes a photo-realistic generator that creates semi-automatically face images of unseen subjects. Unlike previously described methods for generating face imagery, the approach described herein incorporates texture and shape information in a single computational framework based on high dimensional encoding of variance and discriminant information from sample groups. The method produces realistic, frontal pose, images with minimum manual intervention. We believe that the work presented describes a useful tool for face perception applications where privacy-preserving analysis might be an issue and the goal is not the recognition of the face itself, but rather its characteristics like gender, age or race, commonly explored in social and forensic contexts.
KW - face images
KW - photo-realistic generator
UR - http://www.scopus.com/inward/record.url?scp=84978151340&partnerID=8YFLogxK
U2 - 10.1109/EST.2015.17
DO - 10.1109/EST.2015.17
M3 - Conference contribution
AN - SCOPUS:84978151340
T3 - Proceedings - 2015 6th International Conference on Emerging Security Technologies, EST 2015
SP - 80
EP - 85
BT - Proceedings - 2015 6th International Conference on Emerging Security Technologies, EST 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 6th International Conference on Emerging Security Technologies, EST 2015
Y2 - 3 September 2015 through 5 September 2015
ER -