TY - GEN
T1 - Attention-based fusion for multi-source human image generation
AU - Lathuiliere, Stephane
AU - Sangineto, Enver
AU - Siarohin, Aliaksandr
AU - Sebe, Nicu
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/3/1
Y1 - 2020/3/1
N2 - We present a generalization of the person-image generation task, in which a human image is generated conditioned on a target pose and a set X of source appearance images. In this way, we can exploit multiple, possibly complementary images of the same person which are usually available at training and at testing time. The solution we propose is mainly based on a local attention mechanism which selects relevant information from different source image regions, avoiding the necessity to build specific generators for each specific cardinality of X. The empirical evaluation of our method shows the practical interest of addressing the person-image generation problem in a multi-source setting.
AB - We present a generalization of the person-image generation task, in which a human image is generated conditioned on a target pose and a set X of source appearance images. In this way, we can exploit multiple, possibly complementary images of the same person which are usually available at training and at testing time. The solution we propose is mainly based on a local attention mechanism which selects relevant information from different source image regions, avoiding the necessity to build specific generators for each specific cardinality of X. The empirical evaluation of our method shows the practical interest of addressing the person-image generation problem in a multi-source setting.
UR - https://www.scopus.com/pages/publications/85085514032
U2 - 10.1109/WACV45572.2020.9093602
DO - 10.1109/WACV45572.2020.9093602
M3 - Conference contribution
AN - SCOPUS:85085514032
T3 - Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020
SP - 428
EP - 437
BT - Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2020 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2020
Y2 - 1 March 2020 through 5 March 2020
ER -