no code implementations • 3 Apr 2018 • Lingfeng Zhang, Pengfei Dou, Ioannis A. Kakadiaris
Three ways are introduced to learn the global matching: majority voting, l1-regularized weighting, and decision rule.
no code implementations • 25 Mar 2018 • Lingfeng Zhang, Pengfei Dou, Ioannis A. Kakadiaris
This paper focuses on improving face recognition performance with a new signature combining implicit facial features with explicit soft facial attributes.
no code implementations • 19 Sep 2017 • Xiang Xu, Pengfei Dou, Ha A. Le, Ioannis A. Kakadiaris
Extensive experiments are conducted on the UHDB31 and IJB-A, demonstrating that UR2D outperforms existing 2D face recognition systems such as VGG-Face, FaceNet, and a commercial off-the-shelf software (COTS) by at least 9% on the UHDB31 dataset and 3% on the IJB-A dataset on average in face identification tasks.
no code implementations • CVPR 2017 • Pengfei Dou, Shishir K. Shah, Ioannis A. Kakadiaris
Inspired by the success of deep neural networks (DNN), we propose a DNN-based approach for End-to-End 3D FAce Reconstruction (UH-E2FAR) from a single 2D image.