TY - GEN
T1 - Thermal Face Recognition Based on Multi-scale Image Synthesis
AU - Chu, Wei Ta
AU - Huang, Ping Shen
N1 - Publisher Copyright:
© 2021, Springer Nature Switzerland AG.
PY - 2021
Y1 - 2021
N2 - We present a transformation-based method to achieve thermal face recognition. Given a thermal face, the proposed model transforms the input to a synthesized visible face, which is then used as a probe to compare with visible faces in the database. This transformation model is built on the basis of a generative adversarial network, mainly with the ideas of multi-scale discrimination and various loss functions like feature embedding, identity preservation, and facial landmark-guided texture synthesis. The evaluation results show that the proposed method outperforms the state of the art.
AB - We present a transformation-based method to achieve thermal face recognition. Given a thermal face, the proposed model transforms the input to a synthesized visible face, which is then used as a probe to compare with visible faces in the database. This transformation model is built on the basis of a generative adversarial network, mainly with the ideas of multi-scale discrimination and various loss functions like feature embedding, identity preservation, and facial landmark-guided texture synthesis. The evaluation results show that the proposed method outperforms the state of the art.
UR - http://www.scopus.com/inward/record.url?scp=85101749936&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85101749936&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-67832-6_9
DO - 10.1007/978-3-030-67832-6_9
M3 - Conference contribution
AN - SCOPUS:85101749936
SN - 9783030678319
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 99
EP - 110
BT - MultiMedia Modeling - 27th International Conference, MMM 2021, Proceedings
A2 - Lokoc, Jakub
A2 - Skopal, Tomáš
A2 - Schoeffmann, Klaus
A2 - Mezaris, Vasileios
A2 - Li, Xirong
A2 - Vrochidis, Stefanos
A2 - Patras, Ioannis
PB - Springer Science and Business Media Deutschland GmbH
T2 - 27th International Conference on MultiMedia Modeling, MMM 2021
Y2 - 22 June 2021 through 24 June 2021
ER -