Face and Food Recognition Techniques using Convolutional Neural Network

Authors

  • Nidhi Shah  Information Technology, B.E AISSMS’s Institute of Information Technology, Pune, Maharashtra, India
  • Vanshika Singh  Information Technology, B.E AISSMS’s Institute of Information Technology, Pune, Maharashtra, India
  • Pranjal Kumavat  Information Technology, B.E AISSMS’s Institute of Information Technology, Pune, Maharashtra, India
  • Samiksha Shirbhate  Information Technology, B.E AISSMS’s Institute of Information Technology, Pune, Maharashtra, India
  • Dr. Meenakshi A. Thalor  Information Technology, B.E AISSMS’s Institute of Information Technology, Pune, Maharashtra, India

Keywords:

Face recognition, Food recognition, CNN, EigenFaces, Haar

Abstract

There are different face recognition and food recognition techniques that have been studied and implemented in the past. As the world is moving in a fast pace security is an important aspect of a person's life. Apart from that healthy food has its own benefits. In this paper, various techniques for face recognition and food recognition have been listed along with their methodologies and accuracies. This paper proposes a model which will detect face and food from the given input images using various algorithms and then recognition of face and food item will be done.

References

  1. S. V. Tathe ,A. S. Narote,S. P. Narote, " Face Detection and Recognition in Videos", IEEE. Bangalore Section, Institute of Electrical and Electronics Engineers. India Council, & Institute of Electrical and Electronics Engineers. (n.d.). 2016 IEEE Annual India Conference (INDICON)?: 16-18 Dec. 2016.
  2. V, T., Vellore Institute of Technology, Institute of Electrical and Electronics Engineers. Madras Section, IEEE Communications Society., & Institute of Electrical and Electronics Engineers. (n.d.). Conference proceedings, International Conference on Vision Towards Emerging Trends In Communication and Networking (ViTECoN 2019)?: 30-31, March 2019, Vellore, Tamilnadu, India.
  3. Shreyak Sawhney, Karan Kacker,Samyak Jain, Shailendra Narayan Singh, Rakesh Garg,"Real-Time Smart Attendance System using Face Recognition Techniques" 9th International Conference On Cloud Computing, Data Science and Engineering?: Confluence 2019?: 10-11 January 2019, Uttar Pradesh, India.
  4. Di Wang , Ding Wang , Hongzhi Yu , Guanyu Li " Face Recognition System Based On CNN" 978-1-7281-9837- 8/20/$31.00 ©2020 IEEE
  5. Qu, X., Wei, T., Peng, C., & Du, P. (2018). A Fast Face Recognition System Based on Deep Learning. Proceedings- 2018 11th International Symposium on Computational Intelligence and Design, ISCID 2018, 1, 289–292. https://doi.org/10.1109/ISCID.2018.00072.
  6. Gui Wu1, Jun Tao, Xun Xu " Occluded Face Recognition Based on the Deep Learning "IEEE 31st Chinese Control and Decision Conference (2019 CCDC)?: 3-5 June, 2019, Nanchang, China.
  7. M. D. Putro, Wahyono and K. -H. Jo, "Multiple Layered Deep Learning Based Real-time Face Detection," 2019 5th International Conference on Science and Technology (ICST), Yogyakarta, Indonesia, 2019, pp. 1-5. doi: 10.1109/ICST47872.2019.9166172
  8. Hassannejad, H., Matrella, G., Ciampolini, P., De Munari, I., Mordonini, M., & Cagnoni, S. (2016). Food image recognition using very deep convolutional networks. MADiMa 2016 - Proceedings of the 2nd International Workshop on Multimedia Assisted Dietary Management, Co-Located with ACM Multimedia 2016, 41–49. https://doi.org/10.1145/2986035.2986042
  9. Pandey, P., Deepthi, A., Mandal, B., & Puhan, N. B. (2017). FoodNet: Recognizing Foods Using Ensemble of Deep Networks. IEEE Signal Processing Letters, 24(12), 1758– 1762. https://doi.org/10.1109/LSP.2017.2758862
  10. Pouladzadeh, P., Kuhad, P., Peddi, V. B., Yassine, A., & Shirmohammadi, S. (n.d.). Food Calorie Measurement Using Deep Learning Neural Network.
  11. Zhang, W., Zhao, D., Gong, W., Li, Z., Lu, Q., & Yang, S. (2015). Food Image Recognition with Convolutional Neural Networks. 2015 IEEE 12th Intl Conf on Ubiquitous Intelligence and Computing and 2015 IEEE 12th Intl Conf on Autonomic and Trusted Computing and 2015 IEEE 15th Intl Conf on Scalable Computing and Communications and Its Associated Workshops (UIC-ATC-ScalCom), 690–693. https://doi.org/10.1109/UIC-ATC-ScalCom-CBDCom- IoP.2015.139

International Journal of Scientific Research in Science and Technology

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Published

2020-12-18

Issue

Volume 5, Issue 8, November-December-2020

Section

Research Articles

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Copyright (c) IJSRST

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This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
Nidhi Shah, Vanshika Singh, Pranjal Kumavat, Samiksha Shirbhate, Dr. Meenakshi A. Thalor, " Face and Food Recognition Techniques using Convolutional Neural Network, International Journal of Scientific Research in Science and Technology(IJSRST), Online ISSN : 2395-602X, Print ISSN : 2395-6011, Volume 5, Issue 8, pp.322-326, November-December-2020.