An Investigation of Face Recognition Characteristics Using PCA and ICA

Provided by: Creative Commons
Topic: Security
Format: PDF
In this paper, the authors aim to investigate the face recognition characteristics using widely adopted statistical approaches (i.e., Principal Component Analysis (PCA) and Independent Component Analysis (ICA)). This paper focus on Eigen faces approach for implementing the face recognition and detection on the images to compare the performance of PCA and ICA. Moreover, their results are reveals that based on applied condition and performance metric, turning ICA produce better results than PCA. The managerial practices and results of the paper have presented.

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