TY - GEN
T1 - 3D facial model synthesis using coupled dictionaries
AU - Sankaranarayanan, Swami
AU - Patel, Vishal M.
AU - Chellappa, Rama
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2015/12/9
Y1 - 2015/12/9
N2 - In this work, we propose a generative way of modeling faces, where the 3D shape of a face is generated by a supervised learning procedure involving coupled sparse feature learning. To learn dictionaries using the proposed method, we use the USF-HUMAN ID database [1]. We provide as input to our training system, paired correspondences of 2D and 3D images of individuals and aim to learn the low-level patches both in 2D and 3D domains that describe the corresponding subspaces in a sparse manner. We demonstrate the efficacy of our method by quantitative results on the 3D database and qualitative results on images drawn from the internet.
AB - In this work, we propose a generative way of modeling faces, where the 3D shape of a face is generated by a supervised learning procedure involving coupled sparse feature learning. To learn dictionaries using the proposed method, we use the USF-HUMAN ID database [1]. We provide as input to our training system, paired correspondences of 2D and 3D images of individuals and aim to learn the low-level patches both in 2D and 3D domains that describe the corresponding subspaces in a sparse manner. We demonstrate the efficacy of our method by quantitative results on the 3D database and qualitative results on images drawn from the internet.
KW - 3D Model
KW - Coupled Sparse Coding
KW - Cross-modal Learning
KW - Face Synthesis
UR - https://www.scopus.com/pages/publications/84956626047
UR - https://www.scopus.com/pages/publications/84956626047#tab=citedBy
U2 - 10.1109/ICIP.2015.7351535
DO - 10.1109/ICIP.2015.7351535
M3 - Conference contribution
AN - SCOPUS:84956626047
T3 - Proceedings - International Conference on Image Processing, ICIP
SP - 3896
EP - 3900
BT - 2015 IEEE International Conference on Image Processing, ICIP 2015 - Proceedings
PB - IEEE Computer Society
T2 - IEEE International Conference on Image Processing, ICIP 2015
Y2 - 27 September 2015 through 30 September 2015
ER -