JOURNAL ARTICLE

Facial Image Denoising Using Convolutional Autoencoder Network

Abstract

Noise effects can interfere the face recognition process in outdoor conditions. Therefore, image denoising topic is the classical issue in the field of image processing and computer vision subjects. In this paper, we show that the solution of denoising process using the autoencoder networks based on the ORL face database. The proposed method can support face recognition systems designed for use in an outdoor environment as the preprocessing stage and it can provide the effective results after training process.

Keywords:
Artificial intelligence Autoencoder Computer science Preprocessor Face (sociological concept) Noise reduction Pattern recognition (psychology) Computer vision Facial recognition system Image denoising Process (computing) Noise (video) Image (mathematics) Field (mathematics) Convolutional neural network Deep learning Mathematics

Metrics

12
Cited By
1.05
FWCI (Field Weighted Citation Impact)
22
Refs
0.78
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Speech and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing

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