REAL-TIME FACE MASK DETECTOR
Abstract & Details
Research Area
Computer Science Engineering
Keywords
Coronavirus
Covid-19
Machine Learning
Face Mask Detection
TensorFlow
Keras
OpenCV
Abstract
The COVID-19 pandemic has quickly influenced our everyday lives, disrupting commerce, and movements around the world. The wearing of a mask to cover the face has become a modern normal. In the near future, several public utility providers will be asking consumers to wear masks appropriately to make use of their facilities. Face mask identification has therefore become a key factor in helping global society. Using basic Machine Learning packages such as TensorFlow, Keras, and OpenCV, this paper offers a simpler approach to achieving this objective. The proposed method correctly recognizes the face from the image and then identifies whether or not it has a mask on it. As a surveillance task officer, a face may also be identified along with a mask in motion. On two separate datasets, the technique achieves an accuracy of up to 95.77 percent and 94.58 percent, respectively. We analyze optimum parameter values using the Sequential Convolutional Neural Network model to appropriately detect the existence of masks without overfitting.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Praveen V | Dayananda Sagar Academy of Technology and Management |
| 2 | Pramod Mahajan | Dayananda Sagar Academy of Technology and Management |
| 3 | Pranav KN | Dayananda Sagar Academy of Technology and Management |
| 4 | Sai Kiran | Dayananda Sagar Academy of Technology and Management |
How to Cite
Use the following formats to cite this article in your research.
APA Style
V, Praveen, Mahajan, Pramod, KN, Pranav, & Kiran, Sai (2021). REAL-TIME FACE MASK DETECTOR. International Journal of Advance Research and Innovative Ideas In Education, 7(3), 3487-3495.
MLA Style
V, Praveen, et al. "REAL-TIME FACE MASK DETECTOR." International Journal of Advance Research and Innovative Ideas In Education, vol. 7, no. 3, 2021, pp. 3487-3495.
IEEE Style
Praveen V, Pramod Mahajan, Pranav KN, and Sai Kiran, "REAL-TIME FACE MASK DETECTOR," International Journal of Advance Research and Innovative Ideas In Education, vol. 7, no. 3, pp. 3487-3495, 2021.
Vancouver Style
V Praveen, Mahajan Pramod, KN Pranav, Kiran Sai. REAL-TIME FACE MASK DETECTOR. International Journal of Advance Research and Innovative Ideas In Education. 2021;7(3):3487-3495.
Harvard Style
V, Praveen, Mahajan, Pramod, KN, Pranav, & Kiran, Sai (2021) 'REAL-TIME FACE MASK DETECTOR', International Journal of Advance Research and Innovative Ideas In Education, 7(3), pp. 3487-3495.
Chicago Style
V, Praveen, et al. "REAL-TIME FACE MASK DETECTOR." International Journal of Advance Research and Innovative Ideas In Education 7, no. 3 (2021): 3487-3495.
Turabian Style
V, Praveen, et al. "REAL-TIME FACE MASK DETECTOR." International Journal of Advance Research and Innovative Ideas In Education 7, no. 3 (2021): 3487-3495.
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