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A CASCADED FRAMEWORK FOR MODEL-BASED 3D FACE RECONSTRUCTION

Abstract: 

This paper presents a general framework for model-based 3D face reconstruction from a single image, which can incorporate mature face alignment methods and utilize their properties. In the proposed framework, the final model parameters, i.e., mostly including pose, identity and expression, are achieved by estimating updating the face landmarks and 3D face model parameter alternately. In addition, we propose the parameter augmented regression method (PARM) as an novel derivation of the framework. Compared with existing methods, PARM is able to utilize mature face alignment methods and use fairly simple features in addition to image appearances for the reconstruction task. Experiments on three derivation methods of the framework show that the proposed framework is feasible and PARM is quite an effective and fast method. With face alignment method LBF, PARM can run over 90 fps on a desktop.

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Paper Details

Authors:
Pengrui Wang, Wujun Che, Bo Xu
Submitted On:
20 April 2018 - 2:51am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Pengrui Wang
Paper Code:
4174
Document Year:
2018
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Document Files

Poster_PARM_wang.pdf

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[1] Pengrui Wang, Wujun Che, Bo Xu, "A CASCADED FRAMEWORK FOR MODEL-BASED 3D FACE RECONSTRUCTION", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3087. Accessed: May. 21, 2018.
@article{3087-18,
url = {http://sigport.org/3087},
author = {Pengrui Wang; Wujun Che; Bo Xu },
publisher = {IEEE SigPort},
title = {A CASCADED FRAMEWORK FOR MODEL-BASED 3D FACE RECONSTRUCTION},
year = {2018} }
TY - EJOUR
T1 - A CASCADED FRAMEWORK FOR MODEL-BASED 3D FACE RECONSTRUCTION
AU - Pengrui Wang; Wujun Che; Bo Xu
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3087
ER -
Pengrui Wang, Wujun Che, Bo Xu. (2018). A CASCADED FRAMEWORK FOR MODEL-BASED 3D FACE RECONSTRUCTION. IEEE SigPort. http://sigport.org/3087
Pengrui Wang, Wujun Che, Bo Xu, 2018. A CASCADED FRAMEWORK FOR MODEL-BASED 3D FACE RECONSTRUCTION. Available at: http://sigport.org/3087.
Pengrui Wang, Wujun Che, Bo Xu. (2018). "A CASCADED FRAMEWORK FOR MODEL-BASED 3D FACE RECONSTRUCTION." Web.
1. Pengrui Wang, Wujun Che, Bo Xu. A CASCADED FRAMEWORK FOR MODEL-BASED 3D FACE RECONSTRUCTION [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3087