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US 2025/0157253 A1Published application
Face recognition method
AssigneeBahcesehir Universitesi
InventorsMd Baharul Islam, Masum Shah Junayed, Arezoo Sadeghzadeh
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Abstract
The present invention relates to a face recognition method that enables to recognize masked and non-masked faces with high accuracy.
Claims3
A face recognition method characterized by comprising the process steps of;
- Training a CNN-based feature extractor,
- Transmitting a face image of a masked or non-masked person taken by a camera to a processor,
- Smoothing and resizing the face image taken by the camera,
- Cropping occlusion-free regions in the resized image followed by converting RGB images to grayscale,
- Extracting image attributes by CNN-based feature extractor and quantizing deep covariance matrices into code books when the occlusion free regions are extracted and converted to grayscale images,
- Detecting the name of the person in the image by using a code book histogram in an SVM classifier for classification,
- Determining whether the person detected in the image is allowed to enter or not, all of which are run on the processor.
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