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Title: :  Real-Time Age, Sex and Emotion Detection (Using Deep Learning)
PaperId: :  16962
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 3 2022
DUI:    16.0415/IJARIIE-16962
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Ritesh Kumar DubeyRaj Kumar Goel Institute of Technology
Shivam Kripashankar SinghRaj Kumar Goel Institute of Technology
Tanmay GuptaRaj Kumar Goel Institute of Technology
Prakhar KumarRaj Kumar Goel Institute of Technology

Abstract

Computer Science & Engineering
Facial Characteristics, Age, Emotion and Gender, Face Recognition, CNN, AdaBoost, Gabor-LBP, real time, Artificial Intelligence, Machine Learning, Deep Learning
In this paper, we describe a real-time default system that estimates age and gender using a set of face sequences from the video camera. Age and gender equation system consists of four steps: i) detection and removal of facial expressions in the input video; ii) selection of images of the front face from the extracted face areas using the shape of the head; iii) duplicate face detection and facial removal; and iv) age and gender equality using statistics facial features. Here, LBP features with AdaBoost components are used to locate the surface area video frame, and front-facing images are selected using the 3D pose simulation method. In addition, Particle-based tracking system is used to remove duplicate faces and to improve condition census accuracy, and Gabor-LBP features are used to measure age and gender using SVM line and Adaboost categories. In tests, a large number of facial data sets are used for training and to evaluate the proposed method, and the maximum performance is achieved by age and gender average: 72.53% of age and 98.90% gender.

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IJARIIE Ritesh Kumar Dubey, Shivam Kripashankar Singh, Tanmay Gupta, and Prakhar Kumar. "Real-Time Age, Sex and Emotion Detection (Using Deep Learning)" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 3 2022 Page 2209-2216
MLA Ritesh Kumar Dubey, Shivam Kripashankar Singh, Tanmay Gupta, and Prakhar Kumar. "Real-Time Age, Sex and Emotion Detection (Using Deep Learning)." International Journal Of Advance Research And Innovative Ideas In Education 8.3(2022) : 2209-2216.
APA Ritesh Kumar Dubey, Shivam Kripashankar Singh, Tanmay Gupta, & Prakhar Kumar. (2022). Real-Time Age, Sex and Emotion Detection (Using Deep Learning). International Journal Of Advance Research And Innovative Ideas In Education, 8(3), 2209-2216.
Chicago Ritesh Kumar Dubey, Shivam Kripashankar Singh, Tanmay Gupta, and Prakhar Kumar. "Real-Time Age, Sex and Emotion Detection (Using Deep Learning)." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 3 (2022) : 2209-2216.
Oxford Ritesh Kumar Dubey, Shivam Kripashankar Singh, Tanmay Gupta, and Prakhar Kumar. 'Real-Time Age, Sex and Emotion Detection (Using Deep Learning)', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, 2022, p. 2209-2216. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Real_Time_Age__Sex_and_Emotion_Detection__Using_Deep_Learning__ijariie16962.pdf (Accessed : ).
Harvard Ritesh Kumar Dubey, Shivam Kripashankar Singh, Tanmay Gupta, and Prakhar Kumar. (2022) 'Real-Time Age, Sex and Emotion Detection (Using Deep Learning)', International Journal Of Advance Research And Innovative Ideas In Education, 8(3), pp. 2209-2216IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Real_Time_Age__Sex_and_Emotion_Detection__Using_Deep_Learning__ijariie16962.pdf (Accessed : )
IEEE Ritesh Kumar Dubey, Shivam Kripashankar Singh, Tanmay Gupta, and Prakhar Kumar, "Real-Time Age, Sex and Emotion Detection (Using Deep Learning)," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, pp. 2209-2216, May-Jun 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/Real_Time_Age__Sex_and_Emotion_Detection__Using_Deep_Learning__ijariie16962.pdf [Accessed : ].
Turabian Ritesh Kumar Dubey, Shivam Kripashankar Singh, Tanmay Gupta, and Prakhar Kumar. "Real-Time Age, Sex and Emotion Detection (Using Deep Learning)." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 3 ().
Vancouver Ritesh Kumar Dubey, Shivam Kripashankar Singh, Tanmay Gupta, and Prakhar Kumar. Real-Time Age, Sex and Emotion Detection (Using Deep Learning). International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : ]; 8(3) : 2209-2216. Available from: https://ijariie.com/AdminUploadPdf/Real_Time_Age__Sex_and_Emotion_Detection__Using_Deep_Learning__ijariie16962.pdf
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