JOURNAL ARTICLE

Face recognition system Using Deep Neural Network with Convolutional Neural Networks

Erick FernandoDenny AndwiyanDina Fitria MuradDerist TourianoMuhamad Irsan

Year: 2019 Journal:   Journal of Physics Conference Series Vol: 1235 (1)Pages: 012004-012004   Publisher: IOP Publishing

Abstract

Abstract Face recognition has long been a hot topic and challenging research point in areas such as image processing, pattern recognition, and machine vision. The face is a biometric feature with the intrinsic nature of a human. So that the face has self-stability, deep individual differences and can be an ideal basis for verification of an identity. In this research use, Deep Learning Network method uses to perform detection or face recognition. In this study, we present a framework that can be used to detect faces. This research is also able to present a DNN model that is used to study data sources from the data stream in sequence. The most important part of this study is able to adjust the capacity of the model from the simple one. This research uses experimental design method. The first step is a collection of face image data. Then the architecture design starts from the determination of the depth of the network, layout layers, and the selection of layer types that will be used to get the model based on input dataset and label name index.

Keywords:
Computer science Artificial intelligence Convolutional neural network Facial recognition system Pattern recognition (psychology) Face (sociological concept) Biometrics Artificial neural network Deep learning Feature (linguistics) Feature extraction Computer vision

Metrics

9
Cited By
0.32
FWCI (Field Weighted Citation Impact)
17
Refs
0.60
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Face recognition and analysis
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Computer Science and Engineering
Physical Sciences →  Computer Science →  Artificial Intelligence

Related Documents

JOURNAL ARTICLE

Newborn face recognition using deep convolutional neural network

Rishav SinghHari Om

Journal:   Multimedia Tools and Applications Year: 2017 Vol: 76 (18)Pages: 19005-19015
JOURNAL ARTICLE

Face Recognition Using Deep Convolutional Neural Networks: A Survey

Alharbi, KhalidSemwal, Sudhanshu

Journal:   Zenodo (CERN European Organization for Nuclear Research) Year: 2023
JOURNAL ARTICLE

Face Recognition Using Deep Convolutional Neural Networks: A Survey

Alharbi, KhalidSemwal, Sudhanshu

Journal:   Zenodo (CERN European Organization for Nuclear Research) Year: 2023
© 2026 ScienceGate Book Chapters — All rights reserved.