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Fig 1.

Graphical analysis of our proposed framework.

(a) the effect of the first constraint term and (b) the effect of the incorporated first two constraint terms.

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Fig 1 Expand

Fig 2.

Sample images.

(a) Extended YaleB, (b) AR, (c) COIL20, (d) USPS.

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Table 1.

Classification rates(%) of comparison methods on test datasets with KNN.

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Table 1 Expand

Table 2.

Classification rates(%) of comparison methods on test datasets with SRC.

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Table 2 Expand

Fig 3.

Sample images with 10% noise.

(a) Extended YaleB, (b) COIL20.

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Fig 3 Expand

Fig 4.

Recognition results versus pixel corruption on extended YaleB.

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Fig 5.

Classification results versus pixel corruption on COIL20.

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Fig 6.

Classification results versus variational η.

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Fig 7.

Classification results versus variational λ.

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Fig 8.

Objective function values versus iterative steps.

(a) curve for Extended YaleB dataset and (b) curve for COIL20 dataset.

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