Application of IF set oscillation in the field of face recognition
- Авторлар: Bhattacharya (Halder) S.1, Roy S.B.2
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Мекемелер:
- Department of Mathematics
- Department of Computer Science
- Шығарылым: Том 27, № 3 (2017)
- Беттер: 625-636
- Бөлім: Applied Problems
- URL: https://journals.rcsi.science/1054-6618/article/view/195198
- DOI: https://doi.org/10.1134/S1054661817030270
- ID: 195198
Дәйексөз келтіру
Аннотация
The situation when uncertainty rules the circumstances some inefficiency of crisp set can be observed. This was overcome by application of fuzzy set for solving different real life problems. Intuitionistic fuzzy set was introduced to handle complex circumstances and to provide better result. Fuzzy set proves its efficiency in field data processing. Minimal structure fuzzy oscillation can be efficiently applied for image processing, especially for face recognition. In this paper we introduce the concept of Intuitionistic fuzzy set or IF Set based minimal structure oscillation. A face database which may be considered as training set, is used to form IF set minimal structure. Again non membership pixel values are also calculated with those pixel values which are used to form IF set minimal structure accordingly. The pixels from membership and nonmembership images are applied to compute two new oscillatory operators. We introduce four new conditions according to the values of the oscillatory operators, which is used for recognition of the face. This new concept can be applied in different types of real life data analysis such as data mining. Along with the theoretical explanation we also presented some experimental results which proves the precision of the face recognition algorithm. In this paper proposed new face recognition algorithm executed and tested using MATLAB 7.9 software and experiments are performed on Face fix Database and ORL database. Accuracy of the results describes the application of IF set minimal structure oscillation in the field of face recognition.
Авторлар туралы
Sharmistha Bhattacharya (Halder)
Department of Mathematics
Хат алмасуға жауапты Автор.
Email: Srijita.barmanroy@gmail.com
Үндістан, Agartala
Srijita Roy
Department of Computer Science
Email: Srijita.barmanroy@gmail.com
Үндістан, Agartala
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