A collaborative deep multitask learning network for face image compliance to ISO/IEC 19794-5 standard

作者：

Highlights：

• Multitask Learning can improve the results of ISO/IEC 19794-5 standard.

• State-of-art results in 9 out of 23 requirements across all published methods.

• The second best median EER compared to methods that evaluate all requirements.

• The fastest method to evaluate all requirements on CPU (0.15s).

摘要

•Multitask Learning can improve the results of ISO/IEC 19794-5 standard.•State-of-art results in 9 out of 23 requirements across all published methods.•The second best median EER compared to methods that evaluate all requirements.•The fastest method to evaluate all requirements on CPU (0.15s).

论文关键词：Face quality,ICAO,ISO/IEC 19794-5,Multitask Learning,Autoencoders,Deep Learning

论文评审过程：Received 10 April 2021, Revised 22 November 2021, Accepted 24 February 2022, Available online 10 March 2022, Version of Record 16 March 2022.

论文官网地址：https://doi.org/10.1016/j.eswa.2022.116756