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 Facial Feature Extraction by Kernel Independent Component ...
representation method for face recognition. The proposed method, referred as Kernel ICA, combines the strengths of the Kernel and Independent Component Analysis (ICA) approaches. For performing Kernel ICA, we employ an algorithm developed by F. R. Bach and M. I. Jordan. This algorithm has proven successful for separating randomly
3D reconstruction and face recognition using kernel-based ...
Research highlights We propose an improved kernel-independent component analysis method to reconstruct 3D human faces. A three-layer feed-forward neural network trained by a back-propagation algorithm is used to realize a classifier. The experimental results demonstrate that the proposed method is efficient in reconstruction and face recognition applications....
An Introduction to Independent Components Analysis (ICA)
Independent Component Analysis. 2001 • Stone, James. Independent Component Analysis: A Tutorial IdiIntroduction. 2004 • Bishop, Christopher. Pattern Recognition and Machine Learning. 2007 • Shawe‐Taylor, J and N Cristianini. Kernel Methods for Pattern Analysis. 2004...
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