A comprehensive analysis of deep learning based representation for face recognition

M Mehdipour Ghazi… - Proceedings of the IEEE …, 2016 - cv-foundation.org
Deep learning based approaches have been dominating the face recognition field due to
the significant performance improvement they have provided on the challenging wild …

Deep learning face representation from predicting 10,000 classes

Y Sun, X Wang, X Tang - Proceedings of the IEEE …, 2014 - openaccess.thecvf.com
This paper proposes to learn a set of high-level feature representations through deep
learning, referred to as Deep hidden IDentity features (DeepID), for face verification. We …

Deepface: Closing the gap to human-level performance in face verification

Y Taigman, M Yang, MA Ranzato… - Proceedings of the …, 2014 - openaccess.thecvf.com
In modern face recognition, the conventional pipeline consists of four stages: detect=>
align=> represent=> classify. We revisit both the alignment step and the representation step …

Empirically analyzing the effect of dataset biases on deep face recognition systems

A Kortylewski, B Egger, A Schneider… - Proceedings of the …, 2018 - openaccess.thecvf.com
It is unknown what kind of biases modern in the wild face datasets have because of their
lack of annotation. A direct consequence of this is that total recognition rates alone only …

Deeply learned face representations are sparse, selective, and robust

Y Sun, X Wang, X Tang - Proceedings of the IEEE conference on …, 2015 - cv-foundation.org
This paper designs a high-performance deep convolutional network (DeepID2+) for face
recognition. It is learned with the identification-verification supervisory signal. By increasing …

Robust face recognition via multimodal deep face representation

C Ding, D Tao - IEEE transactions on Multimedia, 2015 - ieeexplore.ieee.org
Face images appearing in multimedia applications, eg, social networks and digital
entertainment, usually exhibit dramatic pose, illumination, and expression variations …

Learning deep face representation

Q Yin, Z Cao, Y Jiang, H Fan - US Patent 9,400,919, 2016 - Google Patents
Face representation is a crucial step of face recognition sys tems. An optimal face
representation should be discrimina tive, robust, compact, and very easy to implement …

Learning deep face representation

H Fan, Z Cao, Y Jiang, Q Yin, C Doudou - arXiv preprint arXiv:1403.2802, 2014 - arxiv.org
Face representation is a crucial step of face recognition systems. An optimal face
representation should be discriminative, robust, compact, and very easy-to-implement. While …

Deep learning based representation for face recognition

PS Prasad, R Pathak, VK Gunjan… - … 2019: Proceedings of the …, 2020 - Springer
Face Recognition is one of the challenging process due to huge amount of wild datasets.
Deep learning has been provided good solution in terms of recognition performance, as day …

Deep learning identity-preserving face space

Z Zhu, P Luo, X Wang, X Tang - Proceedings of the IEEE …, 2013 - cv-foundation.org
Face recognition with large pose and illumination variations is a challenging problem in
computer vision. This paper addresses this challenge by proposing a new learningbased …