TY  - CHAP
U1  - Konferenzveröffentlichung
A1  - Kittler, Josef
A1  - Koppen, Paul
A1  - Kopp, Philipp
A1  - Huber, Patrik
A1  - Rätsch, Matthias
T1  - Conformal mapping of a 3D face representation onto a 2D image for CNN based face recognition
T2  - 2018 International Conference on Biometrics : ICB 2018 : Gold Coast, Queensland, Australia, 20-23 February 2018, proceedings
N2  - Fitting 3D Morphable Face Models (3DMM) to a 2D face image allows the separation of face shape from skin texture, as well as correction for face expression. However, the recovered 3D face representation is not readily amenable to processing by convolutional neural networks (CNN). We propose a conformal mapping from a 3D mesh to a 2D image, which makes these machine learning tools accessible by 3D face data. Experiments with a CNN based face recognition system designed using the proposed representation have been carried out to validate the advocated approach. The results obtained on standard benchmarking data sets show its promise.
Y1  - 2018
SN  - 978-1-5386-4285-6
SB  - 978-1-5386-4285-6
U6  - https://doi.org/10.1109/ICB2018.2018.00029
DO  - https://doi.org/10.1109/ICB2018.2018.00029
SP  - 124
EP  - 131
S1  - 8
PB  - IEEE
CY  - Piscataway, NJ
ER  -