“Review of Different approaches for Face Recognition with Partial Face Recognition and Convolutional Neural Network”
Abstract & Details
Research Area
Communication Engineering
Keywords
Face Recognition
LDA
CNN
Deep Learning
Feature Extraction
Face Images
Abstract
Face is the major part of the human which provides the identi_cation of the person. With the help of characteristics of the face, the face recognition system can be implemented. In traditional attendance system, the teachers call student and mark according to present and absent. These traditional techniques are time-consuming. In this
paper, the smart machine learning based face recognition approach has been proposed. The database is created by capturing the faces of the authorized students. The face is detected using deep learning based approach. The cropped images then stored as a database with respective labels. The features are extracted using PCA algorithm and classi_ed using SVM and KNN. The proposed approach achieves the recognition rate of 98% for SVM and 92% for KNN algorithm. The proposed system is implemented in real time using Raspberry pi 3 board.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | SAGAR N. WANI | SSGB COLLEGE OF ENGINEERING AND TECHNOLOGY ,BHUSAWAL |
| 2 | DR. GIRISH A. KULKARNI | SSGB COLLEGE OF ENGINEERING AND TECHNOLOGY ,BHUSAWAL |
How to Cite
Use the following formats to cite this article in your research.
APA Style
WANI, SAGAR N. & KULKARNI, DR. GIRISH A. (2019). “Review of Different approaches for Face Recognition with Partial Face Recognition and Convolutional Neural Network”. International Journal of Advance Research and Innovative Ideas In Education, 5(3), 158-162.
MLA Style
WANI, SAGAR N., and DR. GIRISH A. KULKARNI. "“Review of Different approaches for Face Recognition with Partial Face Recognition and Convolutional Neural Network”." International Journal of Advance Research and Innovative Ideas In Education, vol. 5, no. 3, 2019, pp. 158-162.
IEEE Style
SAGAR N. WANI and DR. GIRISH A. KULKARNI, "“Review of Different approaches for Face Recognition with Partial Face Recognition and Convolutional Neural Network”," International Journal of Advance Research and Innovative Ideas In Education, vol. 5, no. 3, pp. 158-162, 2019.
Vancouver Style
WANI SAGAR N., KULKARNI DR. GIRISH A.. “Review of Different approaches for Face Recognition with Partial Face Recognition and Convolutional Neural Network”. International Journal of Advance Research and Innovative Ideas In Education. 2019;5(3):158-162.
Harvard Style
WANI, SAGAR N. & KULKARNI, DR. GIRISH A. (2019) '“Review of Different approaches for Face Recognition with Partial Face Recognition and Convolutional Neural Network”', International Journal of Advance Research and Innovative Ideas In Education, 5(3), pp. 158-162.
Chicago Style
WANI, SAGAR N. and DR. GIRISH A. KULKARNI. "“Review of Different approaches for Face Recognition with Partial Face Recognition and Convolutional Neural Network”." International Journal of Advance Research and Innovative Ideas In Education 5, no. 3 (2019): 158-162.
Turabian Style
WANI, SAGAR N. and DR. GIRISH A. KULKARNI. "“Review of Different approaches for Face Recognition with Partial Face Recognition and Convolutional Neural Network”." International Journal of Advance Research and Innovative Ideas In Education 5, no. 3 (2019): 158-162.
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