Abstract: Highlights•One-against-all, one-against-some, one-against-none classification schemes.•Face identification based on Partial Least Squares Regression.•Scalable approach for incremental face identification.•Face identification performed on the FRGC, Pubfig83 and Youtube Faces data sets.
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