ISSN 2394-5125
 

Research Article 


FACE RECOGNITION TECHNIQUE IN UNCONSTRAINED ENVIRONMENT USING CNN

P. Venkateshwarlu, Dr. B. Manjula.

Abstract
In present research era, Convolutional Neural Networks (CNN) [1] have proven to be a highly
capable and effective when dealing with face recognition. In this paper, we propose a methodology that has to
recognize face in a unconstrained environment by considering a custom dataset with massive noisy and
occluded face. In this paper we also perform in-depth study of face recognition under partial visibility with a
mask or due to any other issues. And further perform the final classification using NN, SVM and HMM
classifiers. The experiment results show that the suggested system achieves comparable performances with other
state-of-the-art method proposed over human faces or an object.

Key words: CNN, Face recognition, Partial Face Detection, Skin Color Segmentation.


 
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Pubmed Style

P. Venkateshwarlu, Dr. B. Manjula. FACE RECOGNITION TECHNIQUE IN UNCONSTRAINED ENVIRONMENT USING CNN. JCR. 2020; 7(19): 6505-6516. doi:10.31838/jcr.07.19.748


Web Style

P. Venkateshwarlu, Dr. B. Manjula. FACE RECOGNITION TECHNIQUE IN UNCONSTRAINED ENVIRONMENT USING CNN. http://www.jcreview.com/?mno=134951 [Access: August 17, 2021]. doi:10.31838/jcr.07.19.748


AMA (American Medical Association) Style

P. Venkateshwarlu, Dr. B. Manjula. FACE RECOGNITION TECHNIQUE IN UNCONSTRAINED ENVIRONMENT USING CNN. JCR. 2020; 7(19): 6505-6516. doi:10.31838/jcr.07.19.748



Vancouver/ICMJE Style

P. Venkateshwarlu, Dr. B. Manjula. FACE RECOGNITION TECHNIQUE IN UNCONSTRAINED ENVIRONMENT USING CNN. JCR. (2020), [cited August 17, 2021]; 7(19): 6505-6516. doi:10.31838/jcr.07.19.748



Harvard Style

P. Venkateshwarlu, Dr. B. Manjula (2020) FACE RECOGNITION TECHNIQUE IN UNCONSTRAINED ENVIRONMENT USING CNN. JCR, 7 (19), 6505-6516. doi:10.31838/jcr.07.19.748



Turabian Style

P. Venkateshwarlu, Dr. B. Manjula. 2020. FACE RECOGNITION TECHNIQUE IN UNCONSTRAINED ENVIRONMENT USING CNN. Journal of Critical Reviews, 7 (19), 6505-6516. doi:10.31838/jcr.07.19.748



Chicago Style

P. Venkateshwarlu, Dr. B. Manjula. "FACE RECOGNITION TECHNIQUE IN UNCONSTRAINED ENVIRONMENT USING CNN." Journal of Critical Reviews 7 (2020), 6505-6516. doi:10.31838/jcr.07.19.748



MLA (The Modern Language Association) Style

P. Venkateshwarlu, Dr. B. Manjula. "FACE RECOGNITION TECHNIQUE IN UNCONSTRAINED ENVIRONMENT USING CNN." Journal of Critical Reviews 7.19 (2020), 6505-6516. Print. doi:10.31838/jcr.07.19.748



APA (American Psychological Association) Style

P. Venkateshwarlu, Dr. B. Manjula (2020) FACE RECOGNITION TECHNIQUE IN UNCONSTRAINED ENVIRONMENT USING CNN. Journal of Critical Reviews, 7 (19), 6505-6516. doi:10.31838/jcr.07.19.748