![](/images/graphics-bg.png)
Face image recognition based on partial face matching using genetic algorithm
Joint Authors
Hasan, Wala
al-Smadi, Mutasim K.
Hamid, Ahmad Yunus
Badawi, Usamah A.
al-Marashidah, Ibrahim
Salah, Abd al-Razzaq
Faraj, Tamir H.
Jaradat, Ghayth
al-Umari, Yazan M.
al-Smadi, Hamzah M.
Source
Journal of Science and Technology : in Engineering and Computer Sciences
Issue
Vol. 18, Issue 1 (30 Apr. 2017), pp.51-61, 11 p.
Publisher
Sudan University of Science and Technology Deanship of Scientific Research
Publication Date
2017-04-30
Country of Publication
Sudan
No. of Pages
11
Main Subjects
Abstract EN
In various real-world face recognition applications such as forensics and surveillance, only partial face image is available.
Hence, template matching and recognition are strongly needed.
In this paper, a genetic algorithm to match a pattern of an image and then recognize this image by this pattern is proposed.
This algorithm can use any pattern of an image such as eye, mouth or ear to recognize the image.
The proposed genetic algorithm uses a small length chromosome to decrease the search space, and hence the results could be obtained in a short time.
Two datasets were used to test the proposed method which are AR Face database and LFW database of face, the overall matching and recognition accuracy were calculated based on conducting sequences of experiments on random sub-datasets, where the overall matching and recognition accuracy was 91.7% and 90% respectively.
The results of the proposed algorithm demonstrate the robustness and efficiency compared with other state-of-the-art algorithms.
American Psychological Association (APA)
al-Smadi, Mutasim K.& Hamid, Ahmad Yunus& Badawi, Usamah A.& al-Marashidah, Ibrahim& Salah, Abd al-Razzaq& Faraj, Tamir H.…[et al.]. 2017. Face image recognition based on partial face matching using genetic algorithm. Journal of Science and Technology : in Engineering and Computer Sciences،Vol. 18, no. 1, pp.51-61.
https://search.emarefa.net/detail/BIM-768898
Modern Language Association (MLA)
al-Smadi, Mutasim K.…[et al.]. Face image recognition based on partial face matching using genetic algorithm. Journal of Science and Technology : in Engineering and Computer Sciences Vol. 18, no. 1 (2017), pp.51-61.
https://search.emarefa.net/detail/BIM-768898
American Medical Association (AMA)
al-Smadi, Mutasim K.& Hamid, Ahmad Yunus& Badawi, Usamah A.& al-Marashidah, Ibrahim& Salah, Abd al-Razzaq& Faraj, Tamir H.…[et al.]. Face image recognition based on partial face matching using genetic algorithm. Journal of Science and Technology : in Engineering and Computer Sciences. 2017. Vol. 18, no. 1, pp.51-61.
https://search.emarefa.net/detail/BIM-768898
Data Type
Journal Articles
Language
English
Notes
Includes appendices : p. 66-61
Record ID
BIM-768898