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- W4287817830 abstract "Active illumination is a prominent complement to enhance 2D face recognition and make it more robust, e.g., to spoofing attacks and low-light conditions. In the present work we show that it is possible to adopt active illumination to enhance state-of-the-art 2D face recognition approaches with 3D features, while bypassing the complicated task of 3D reconstruction. The key idea is to project over the test face a high spatial frequency pattern, which allows us to simultaneously recover real 3D information plus a standard 2D facial image. Therefore, state-of-the-art 2D face recognition solution can be transparently applied, while from the high frequency component of the input image, complementary 3D facial features are extracted. Experimental results on ND-2006 dataset show that the proposed ideas can significantly boost face recognition performance and dramatically improve the robustness to spoofing attacks." @default.
- W4287817830 created "2022-07-26" @default.
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- W4287817830 date "2020-04-03" @default.
- W4287817830 modified "2023-09-23" @default.
- W4287817830 title "Differential 3D Facial Recognition: Adding 3D to Your State-of-the-Art 2D Method" @default.
- W4287817830 doi "https://doi.org/10.48550/arxiv.2004.03385" @default.
- W4287817830 hasPublicationYear "2020" @default.
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