IRO Journals

Journal of Innovative Image Processing

Diabetic Retinopathy Detection Using Machine Learning
Volume-4 | Issue-1

Monocular Depth Estimation using a Multi-grid Attention-based Model
Volume-4 | Issue-3

Speedy Image Crowd Counting by Light Weight Convolutional Neural Network
Volume-3 | Issue-3

Construction of Efficient Smart Voting Machine with Liveness Detection Module
Volume-3 | Issue-3

An Economical Robotic Arm for Playing Chess Using Visual Servoing
Volume-2 | Issue-3

Triplet loss for Chromosome Classification
Volume-4 | Issue-1

Unstructured Noise Removal for Industrial Sensor Imaging Unit by Hybrid Adaptive Median Algorithm
Volume-3 | Issue-4

Real Time Sign Language Recognition and Speech Generation
Volume-2 | Issue-2

Analysis of Artificial Intelligence based Image Classification Techniques
Volume-2 | Issue-1

Design of ANN Based Machine Learning Method for Crop Prediction
Volume-3 | Issue-3

A REVIEW ON IOT BASED MEDICAL IMAGING TECHNOLOGY FOR HEALTHCARE APPLICATIONS
Volume-1 | Issue-1

COMPUTER VISION BASED TRAFFIC SIGN SENSING FOR SMART TRANSPORT
Volume-1 | Issue-1

Diabetic Retinopathy Detection Using Machine Learning
Volume-4 | Issue-1

Accurate Segmentation for Low Resolution Satellite images by Discriminative Generative Adversarial Network for Identifying Agriculture Fields
Volume-3 | Issue-4

Deep Learning based Handwriting Recognition with Adversarial Feature Deformation and Regularization
Volume-3 | Issue-4

State of Art Survey on Plant Leaf Disease Detection
Volume-4 | Issue-2

Optimal Compression of Remote Sensing Images Using Deep Learning during Transmission of Data
Volume-3 | Issue-4

OverFeat Network Algorithm for Fabric Defect Detection in Textile Industry
Volume-3 | Issue-4

VIRTUAL RESTORATION OF DAMAGED ARCHEOLOGICAL ARTIFACTS OBTAINED FROM EXPEDITIONS USING 3D VISUALIZATION
Volume-1 | Issue-2

Two-Stage Frame Extraction in Video Analysis for Accurate Prediction of Object Tracking by Improved Deep Learning
Volume-3 | Issue-4

Home / Archives / Volume-4 / Issue-4 / Article-8

Volume - 4 | Issue - 4 | december 2022

Face Detection and Recognition using Machine Learning Techniques
S. Vijayalakshmi  , J. Uma Maheswari, K. Jananiyie
Pages: 316-327
Cite this article
Vijayalakshmi, S., Maheswari, J. U. & Jananiyie, K. (2022). Face Detection and Recognition using Machine Learning Techniques. Journal of Innovative Image Processing, 4(4), 316-327. doi:10.36548/jiip.2022.4.008
Published
27 January, 2023
Abstract

Face recognition of persons has received so much attention in the recent years due to its many applications in different fields such as security applications, video surveillance, biometric systems, identifying the criminals etc. This paper develops a system that can recognize the human face in the input image after it has been detected. The system is trained with set of faces and non faces, and when the input picture is given, the face is detected using Viola Jones Algorithm. In face recognition, the features are extracted from the training dataset using Principal Component Analysis (PCA) and then the system is trained to recognize the face using Support Vector Machine (SVM) classification. When the input image is given for face recognition, features are extracted from the input picture using PCA and multiclass classification is done by SVM.

Keywords

Multiclass classification support vector machine principal component analysis viola jones algorithm

Full Article PDF Download Article PDF 
×

Currently, subscription is the only source of revenue. The subscription resource covers the operating expenses such as web presence, online version, pre-press preparations, and staff wages.

To access the full PDF, please complete the payment process.

Subscription Details

Category Fee
Article Access Charge
For single article (Indian)
1,200 INR
Article Access Charge
For single article (non-Indian)
15 USD
Open Access Fee (Indian) 5,000 INR
Open Access Fee (non-Indian) 80 USD
Annual Subscription Fee
For 1 Journal (Indian)
15,000 INR
Annual Subscription Fee
For 1 Journal (non-Indian)
200 USD
secure PAY INR / USD
Subscription form: click here