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Original Article
Masked Face Recognition with Image Augmentation and CNN Maintaining Face Identity
N. Ushasree1
Mohammed Babji S2
Naman3
Maltesh T4
Likitha R5
1 Assistant Professor, Department. Of CSE Raja Rajeswari College of Engineering Bengaluru, Karnataka, India. 2 3 4 5 Department. of CSE, Raja Rajeswari College of Engineering Bengaluru, Karnataka, India.
Published Online: November-December 2025
Pages: 190-194
Cite this article
↗ https://www.doi.org/10.59256/ijrtmr.20250506024
References
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2. M. Kumar and Y. P. Singh, "An overview of intelligent data analytics using facial recognition in market, "J. Adv. Scholarly Researches Allied Educ., vol. 12, no. 2, pp. 1082-1092, Jan. 2017.
3. AIBridge ML Pvt Ltd. Face Detection and Its Benefits. [Online]. Available: https: www.aibridgeml.ai/blog/face-detection-and-its-benefits
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6. L. Li, X. Mu, S. Li, and H. Peng, "A review of face recognition technology, " IEEE Access, vol. 8, pp. 2020, doi.•
7. 10.1109/ACCEss.2020.3011028.
8. A. Senior and R. M. Bolle, "Face recognition and its application, in Biometric Solutions, vol. 697, D. Zhang Ed., Boston, MA, USA: Springer, 2002, doi.• 10.1007 978-1-4615-1053-6 4.
9. Chao. Face Recognition. GICE, Nat. Taiwan Univ. Accessed: 2007.[Online].Available:http: disp.ee.ntu.edu.tw>Face%20Recognitionsurvey.pdf
10. S. Z. Li and A. K. Jain, Handbook of Face Recognition. Berlin, Germany: SpringerLink, 2011.
11. L. Martinelli, V." Kopila', M. Vidmar; C. Heavin, H. Machado, Z. Todorovié, N. Buzas, M. Pot, B. Prainsack, and S. Gajovié, "Face masks during the COL7D-19 pandemic: A simple protection tool with many meanings, " Frontiers Public Health, vol. 8, Jan. 2021, Art. no. 606635, doi.• 10.3389fpubh.2020.606635. P. P. Shinde, V. P. Desai, S. V." K. S. oza, R. K. Kamat, and C. M. Thakm; "Big data analytics for mask prominence in COV7D pandemic, "Mater. Today, Proc., vol. 51, pp. 2471-2475, Jan. 2022, doi.• 10.1016j.matp„2021.n.620.
12. Georgia Inst. Technol. Personal Protective Equipment. [Online]. Available: https: www.ehs.gatech.edu/chemical Ism 7-6
13. E. Schrofj, D. Kalenichenko, and J. Philbin, "FaceNet: A unified embedding for face recognition and clustering," in IEEE Conj: Comput. Vis. Pattern Recognit. (CVPR), sep. 2015, pp. 815-823, doi. • 10.1109/CVPR.2015.7298682.
14. NISTIR 8311. Ongoing Face Recognition Vendor Test (FRIT). Accessed: 2015. [Online]. Available: https: nvlpubs.nist.gov nistpubs ir 2020/NIST.1R.8311.pdf
15. E Zhao, J. Feng, J. Zhao, Yang, and S. Yan, "Robust LSTMautoencoders for face de-occlusion in the wild, " IEEE Trans. Image Process.
2. M. Kumar and Y. P. Singh, "An overview of intelligent data analytics using facial recognition in market, "J. Adv. Scholarly Researches Allied Educ., vol. 12, no. 2, pp. 1082-1092, Jan. 2017.
3. AIBridge ML Pvt Ltd. Face Detection and Its Benefits. [Online]. Available: https: www.aibridgeml.ai/blog/face-detection-and-its-benefits
4. M Chowdhury. What is The Importance of Facial Recognition in Today's World? Analytics Insight. Accessed: Man 29, 2022. [Online]. Available:https: www.analyticsinsight.net/what-is-the-importance-offacialrecognition-in-todays-world/
5. Why is Facial Recognition Important-5 Key Benefits? Accessed: Feb. 32021. [Online].Available: https: www.nec.co.nz/marketleadership publicationsmedia/why-is-facialrecognition-important-5-keybeneJits
6. L. Li, X. Mu, S. Li, and H. Peng, "A review of face recognition technology, " IEEE Access, vol. 8, pp. 2020, doi.•
7. 10.1109/ACCEss.2020.3011028.
8. A. Senior and R. M. Bolle, "Face recognition and its application, in Biometric Solutions, vol. 697, D. Zhang Ed., Boston, MA, USA: Springer, 2002, doi.• 10.1007 978-1-4615-1053-6 4.
9. Chao. Face Recognition. GICE, Nat. Taiwan Univ. Accessed: 2007.[Online].Available:http: disp.ee.ntu.edu.tw>Face%20Recognitionsurvey.pdf
10. S. Z. Li and A. K. Jain, Handbook of Face Recognition. Berlin, Germany: SpringerLink, 2011.
11. L. Martinelli, V." Kopila', M. Vidmar; C. Heavin, H. Machado, Z. Todorovié, N. Buzas, M. Pot, B. Prainsack, and S. Gajovié, "Face masks during the COL7D-19 pandemic: A simple protection tool with many meanings, " Frontiers Public Health, vol. 8, Jan. 2021, Art. no. 606635, doi.• 10.3389fpubh.2020.606635. P. P. Shinde, V. P. Desai, S. V." K. S. oza, R. K. Kamat, and C. M. Thakm; "Big data analytics for mask prominence in COV7D pandemic, "Mater. Today, Proc., vol. 51, pp. 2471-2475, Jan. 2022, doi.• 10.1016j.matp„2021.n.620.
12. Georgia Inst. Technol. Personal Protective Equipment. [Online]. Available: https: www.ehs.gatech.edu/chemical Ism 7-6
13. E. Schrofj, D. Kalenichenko, and J. Philbin, "FaceNet: A unified embedding for face recognition and clustering," in IEEE Conj: Comput. Vis. Pattern Recognit. (CVPR), sep. 2015, pp. 815-823, doi. • 10.1109/CVPR.2015.7298682.
14. NISTIR 8311. Ongoing Face Recognition Vendor Test (FRIT). Accessed: 2015. [Online]. Available: https: nvlpubs.nist.gov nistpubs ir 2020/NIST.1R.8311.pdf
15. E Zhao, J. Feng, J. Zhao, Yang, and S. Yan, "Robust LSTMautoencoders for face de-occlusion in the wild, " IEEE Trans. Image Process.
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