Publication: Specialized Software Tool for Pattern Recognition of Biological Objects
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2021
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© 2021, The Author(s), under exclusive license to Springer Nature Switzerland AG.This paper describes the results of work on developing the mobile application for recognition of faces and other biological objects. The application is designed with a focus on loading external machine learning models over the Internet, which allows you to change the model without making any modifications to the application. With such realization, the application can be used in many cases. For example, at carrying out conferences: organizers just need to train a model and send out the link for its downloading to all participants of the conference without any changes in source code. Participants will be able to find out the information about other members they are interested in, as well as contact them directly from the application, both by phone and by e-mail. Instructions are given for teaching your own face recognition model using the Microsoft Custom Vision cloud service, which allows you to train regardless of the power of your local computer. As an example, a classification model was trained and the following assessments of recognition quality indicators were obtained precision: 97.8% and recall: 95.8%. In our future work we consider adding the functionality of emotion recognition based on the pattern recognition algorithm, described in this paper.
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Kulik, S. D. Specialized Software Tool for Pattern Recognition of Biological Objects / Kulik, S.D., Levin, E.O. // Advances in Intelligent Systems and Computing. - 2021. - 1310. - P. 173-180. - 10.1007/978-3-030-65596-9_22