Age and Gender Based Organisation of Shelter Homes using Convolutional Neural Networks
- 30 August 2021
- journal article
- Published by Blue Eyes Intelligence Engineering and Sciences Engineering and Sciences Publication - BEIESP in International Journal of Engineering and Advanced Technology
- Vol. 10 (6), 49-54
- https://doi.org/10.35940/ijeat.f2992.0810621
Abstract
The number of abandoned, homeless and poor people have increased drastically in the recent days. Allotting these people to different shelter home is a very difficult task because volunteers in NGO have to do all the work manually and homeless people don’t have valid documentation regarding their Age and Gender. Volunteers usually estimate the person’s Age and Gender on the basis of naked eye estimation but this estimation or prediction sometimes will not be accurate. This problematic situation can be solved by using Deep Learning algorithm like Convolutional Neural Network (CNN). So in our project, we use CNN algorithm to estimate the Age and Gender from the facial image which proves to be a challenging task for a machine due to the high extent of variability, lighting and other supporting conditions. The system proposes building a model which has multiple convolutional layers along with dropout and maxpooling layers in between. The proposed model has been trained on UTKFace dataset and Fairface dataset. The proposed system aims to produce a high accuracy in allotting the right shelter home for people under various Age and Gender. The web application also accepts donations from the users visiting the website who are willing to help the shelter home residents.Keywords
This publication has 13 references indexed in Scilit:
- Age and Gender Prediction Using Convolutional Neural NetworkPublished by Springer Science and Business Media LLC ,2020
- Age Estimation and Gender Prediction Using Convolutional Neural NetworkPublished by Springer Science and Business Media LLC ,2020
- Facial Gender Classification — Analysis using Convolutional Neural NetworksPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2019
- Age and Gender Prediction using Deep Convolutional Neural NetworksPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2019
- Transfer Learning with Deep CNNs for Gender Recognition and Age EstimationPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2018
- Gender Classification from Facial Images - Performing the classification of Gender from the facial Images and implementing the same on the Real TimeInternational Journal for Research in Applied Science and Engineering Technology, 2018
- Age Group and Gender Estimation in the Wild With Deep RoR ArchitectureIEEE Access, 2017
- Deep convolutional neural networks-based age and gender classification with facial imagesPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2017
- Apparent and Real Age Estimation in Still Images with Deep Residual Regressors on Appa-Real DatabasePublished by Institute of Electrical and Electronics Engineers (IEEE) ,2017
- Age and gender classification using convolutional neural networksPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2015