ISSN 2394-5125
 

Research Article 


FACE DETECTION IN COLOR IMAGES AND LIVE VIDEOS USING DEEP LEARNING MODEL

Dr.Md. Umar Khan, G.Nandini, Dr.K.Venkata Subba Reddy, Dr.B.Tarakeswara Rao.

Abstract
In this paper a face detection system using color images with multiple faces and live video is designed, implemented, and evaluated. Viola Jones algorithm with Haar like features and Cascaded classifiers are used to design face detection model. Experiments have shown that in the case of face detection, deep learning and neural networks methods produce better results in terms of precision and recall compared to the other methods in this field. A template based method has been modified in order to detect the faces. The template is rotated and rescaled to match the component and then the correlation between the template and component is calculated, to determine if the component belongs to a human face. The designed algorithm also succeeds if there are more than one face, faces with occlusion, and different illumination conditions in the component.

Key words: Biometric System, Color Images, Face Detection, Artificial Neural Networks, Boosting Techniques, Deep Learning.


 
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How to Cite this Article
Pubmed Style

Dr.Md. Umar Khan, G.Nandini, Dr.K.Venkata Subba Reddy, Dr.B.Tarakeswara Rao. FACE DETECTION IN COLOR IMAGES AND LIVE VIDEOS USING DEEP LEARNING MODEL. JCR. 2020; 7(19): 3422-3431. doi:10.31838/jcr.07.19.407


Web Style

Dr.Md. Umar Khan, G.Nandini, Dr.K.Venkata Subba Reddy, Dr.B.Tarakeswara Rao. FACE DETECTION IN COLOR IMAGES AND LIVE VIDEOS USING DEEP LEARNING MODEL. http://www.jcreview.com/?mno=124407 [Access: September 16, 2020]. doi:10.31838/jcr.07.19.407


AMA (American Medical Association) Style

Dr.Md. Umar Khan, G.Nandini, Dr.K.Venkata Subba Reddy, Dr.B.Tarakeswara Rao. FACE DETECTION IN COLOR IMAGES AND LIVE VIDEOS USING DEEP LEARNING MODEL. JCR. 2020; 7(19): 3422-3431. doi:10.31838/jcr.07.19.407



Vancouver/ICMJE Style

Dr.Md. Umar Khan, G.Nandini, Dr.K.Venkata Subba Reddy, Dr.B.Tarakeswara Rao. FACE DETECTION IN COLOR IMAGES AND LIVE VIDEOS USING DEEP LEARNING MODEL. JCR. (2020), [cited September 16, 2020]; 7(19): 3422-3431. doi:10.31838/jcr.07.19.407



Harvard Style

Dr.Md. Umar Khan, G.Nandini, Dr.K.Venkata Subba Reddy, Dr.B.Tarakeswara Rao (2020) FACE DETECTION IN COLOR IMAGES AND LIVE VIDEOS USING DEEP LEARNING MODEL. JCR, 7 (19), 3422-3431. doi:10.31838/jcr.07.19.407



Turabian Style

Dr.Md. Umar Khan, G.Nandini, Dr.K.Venkata Subba Reddy, Dr.B.Tarakeswara Rao. 2020. FACE DETECTION IN COLOR IMAGES AND LIVE VIDEOS USING DEEP LEARNING MODEL. Journal of Critical Reviews, 7 (19), 3422-3431. doi:10.31838/jcr.07.19.407



Chicago Style

Dr.Md. Umar Khan, G.Nandini, Dr.K.Venkata Subba Reddy, Dr.B.Tarakeswara Rao. "FACE DETECTION IN COLOR IMAGES AND LIVE VIDEOS USING DEEP LEARNING MODEL." Journal of Critical Reviews 7 (2020), 3422-3431. doi:10.31838/jcr.07.19.407



MLA (The Modern Language Association) Style

Dr.Md. Umar Khan, G.Nandini, Dr.K.Venkata Subba Reddy, Dr.B.Tarakeswara Rao. "FACE DETECTION IN COLOR IMAGES AND LIVE VIDEOS USING DEEP LEARNING MODEL." Journal of Critical Reviews 7.19 (2020), 3422-3431. Print. doi:10.31838/jcr.07.19.407



APA (American Psychological Association) Style

Dr.Md. Umar Khan, G.Nandini, Dr.K.Venkata Subba Reddy, Dr.B.Tarakeswara Rao (2020) FACE DETECTION IN COLOR IMAGES AND LIVE VIDEOS USING DEEP LEARNING MODEL. Journal of Critical Reviews, 7 (19), 3422-3431. doi:10.31838/jcr.07.19.407