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. 2019 May 13;5:e192. doi: 10.7717/peerj-cs.192

Table 4. Average classification accuracy on the Extended Yale B Database over K for a fixed rate of 0.3 pixels affected by blocks of salt and pepper noise.

Best result for each classifier is marked bold. Feature dimension = 128.

K OMP GOMP CMP Cauchy Fair Huber Tukey Welsch
1 0.38 0.36 0.59 0.53 0.55 0.53 0.51 0.51
2 0.39 0.34 0.90 0.81 0.83 0.87 0.86 0.87
3 0.39 0.30 0.97 0.88 0.88 0.98 0.98 0.98
4 0.37 0.28 0.97 0.88 0.89 0.99 0.99 0.99
5 0.36 0.28 0.97 0.88 0.88 0.99 0.99 0.99
6 0.34 0.28 0.97 0.88 0.88 0.99 0.99 0.99
7 0.34 0.28 0.97 0.88 0.88 0.98 0.99 0.99
8 0.33 0.28 0.97 0.88 0.88 0.98 0.99 0.99
9 0.32 0.28 0.97 0.88 0.88 0.98 0.99 0.99
10 0.31 0.28 0.97 0.88 0.88 0.98 0.99 0.98