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Hussain Shah, Jamal; Sharif, Muhammad; Raza, Mudassar; Murtaza, Marryam; Ur Rehman, Saeed
Tipo
Artículo de Investigación
Área del conocimiento
Ingenierías
Título
Robust Face Recognition Technique under Varying Illumination
Fecha
2015-02-01
Resumen
Face recognition is one of a complex biometrics in the field of pattern recognition due to the constraints imposed by variation in the appearance of facial images. These changes in appearance are affected by variation in illumination, expression or occlusions etc. Illumination can be considered a complex problem in both indoor and outdoor pattern matching. Literature studies have revealed that two problems of textural based illumination handling in face recognition seem to be very common. Firstly, textural values are changed during illumination normalization due to increase in the contrast that changes the original pixels of face. Secondly, it minimizes the distance between inter- classes which increases the false acceptance rates. This paper addresses these issues and proposes a robust algorithm that overcomes these limitations. The limitations are resolved through transforming pixels from non- illumination side to illuminated side. It has been revealed that proposed algorithm produced better results as compared to existing related algorithms.
Tema
Face; Illumination; Pixels; Recognition; Textural Features.
Idioma
eng
ISSN
ISSN electrónico: 2448-6736; ISSN: 1665-6423
DOI
https://doi.org/10.1016/S1665-6423(15)30008-0
