The week's pick
Reseach Article
A Convolution Neural Network for Classification of Indian Faces
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 177 - Number 24 |
| Year of Publication: 2019 |
| Authors: Samarth Sarin, Siba Panda |
10.5120/ijca2019919693
|
Samarth Sarin, Siba Panda . A Convolution Neural Network for Classification of Indian Faces. International Journal of Computer Applications. 177, 24 ( Dec 2019), 7-11. DOI=10.5120/ijca2019919693
Abstract
This paper is a modest attempt to compare different Indian faces into three categories that are North Indian, East Indian and South Indian. We have not taken West Indian into consideration as there are no distinct features in those faces. An artificial neural network is proposed for face classification in this paper. Images were collected from online resources and pre-processed before they were feed in the neural network. Experiments were conducted based on extracting features from the faces of Indian People belonging to different regions. The accuracy of face classification was up to 81% and the optimal choice of hyperparameters of the neural network for this task is discussed.
References
- Yiyu Hong and Jongweon Kim Art Painting Identification using Convolutional Neural Network International Journal of Applied Engineering Research ISSN 0973-4562 Volume 12, Number 4 (2017)
- Sonali Sawardekar, Prof. Sowmiya Raksha Naik Facial Expression Recognition using Efficient LBP and CNN International Research Journal of Engineering and Technology (IRJET) Volume: 05 Issue: 06 | June 2018
- Srdjan Sladojevic, Marko Arsenovic, Andras Anderla, Dubravko Culibrk, and Darko Stefanovic, Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification, Hindawi Publishing Corporation Computational Intelligence and Neuroscience Volume 2016
- Jiantao Liu, Xiaoxiang Yang, Chen Wang, Yi Tao, A convolution neural network for dolphin species identification using echolocation clicks signal, IEEE 2018
- Rajesh Kumar G A, Ravi Kant Kumar, Goutam Sanyal, Facial Emotion Analysis using Deep Convolution Neural Network, International Conference on Signal Processing and Communication (ICSPC’17) – 28th & 29th July 2017
- Muthukrishnan Ramprasath, M. Vijay Anand, Shanmugasundaram Hariharan Image Classification using Convolution Neural Network International Journal of Pure and Applied Mathematics, Volume 119 No. 17 2018.
- Karan Chauhan, Shrwan Ram Image Classification with Deep Learning and Comparision between different convolution neural network structures using Tensorflow and Keras, International Journal of Advance Engineering and Research Development Volume 5, Issue 02, February -2018
- Tibor Tmovszky, Patrik Kamencay, Richard Orjesek, Miroslav Benco, Peter Sykora Animal Recognition system based on convolutional neural network digital image processing and computer graphics volume: 15 Issue: 3 September 2017
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