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19 July 2024 Prototype image library construction techniques for face recognition systems
Qin Li, Bizhong Huang, Guanrong Huang, Yimiao Li, Hao Chen, Guang Liang, Xuetai Chen, Qianhui Zhong, Mingdong Ke, Dingbing Xie
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Proceedings Volume 13213, International Conference on Image Processing and Artificial Intelligence (ICIPAl 2024); 1321322 (2024) https://doi.org/10.1117/12.3035226
Event: International Conference on Image Processing and Artificial Intelligence (ICIPAl2024), 2024, Suzhou, China
Abstract
A technique for constructing a prototype image library has been proposed, which consists of two aspects: basic support and extended support. Basic support includes detection and quality assessment of individual face images, using HOG features and SVM methods, and training VGG models for evaluation. Extended support allows users to upload three face images with different poses and similarities, using Euler angles and residual networks for pose and similarity checks. Experiments show that with these techniques, the construction cost of the prototype image library can be reduced, and the recognition performance of the system can be improved.
(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.
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Qin Li, Bizhong Huang, Guanrong Huang, Yimiao Li, Hao Chen, Guang Liang, Xuetai Chen, Qianhui Zhong, Mingdong Ke, and Dingbing Xie "Prototype image library construction techniques for face recognition systems", Proc. SPIE 13213, International Conference on Image Processing and Artificial Intelligence (ICIPAl 2024), 1321322 (19 July 2024); https://doi.org/10.1117/12.3035226
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KEYWORDS
Image quality
Facial recognition systems
Prototyping
Education and training
Image enhancement
Detection and tracking algorithms
Image processing
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