Search Results for author: Pengfei Dou

Found 4 papers, 0 papers with code

Patch-based Face Recognition using a Hierarchical Multi-label Matcher

no code implementations3 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.

Face Recognition

A Face Recognition Signature Combining Patch-based Features with Soft Facial Attributes

no code implementations25 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.

Face Recognition

When 3D-Aided 2D Face Recognition Meets Deep Learning: An extended UR2D for Pose-Invariant Face Recognition

no code implementations19 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.

Face Identification Face Recognition +2

End-to-end 3D face reconstruction with deep neural networks

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.

3D Face Reconstruction

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