Table 5. Average classification accuracy on the Extended Yale B Database over K for a fixed rate of 0.4 missing pixels.
Best result for each classifier is marked bold. Feature dimension = 128.
| K | OMP | GOMP | CMP | Cauchy | Fair | Huber | Tukey | Welsch |
|---|---|---|---|---|---|---|---|---|
| 1 | 0.51 | 0.54 | 0.57 | 0.61 | 0.62 | 0.56 | 0.54 | 0.54 |
| 2 | 0.54 | 0.52 | 0.89 | 0.87 | 0.86 | 0.88 | 0.88 | 0.88 |
| 3 | 0.57 | 0.48 | 0.95 | 0.91 | 0.90 | 0.93 | 0.94 | 0.94 |
| 4 | 0.56 | 0.45 | 0.95 | 0.92 | 0.90 | 0.94 | 0.96 | 0.95 |
| 5 | 0.55 | 0.45 | 0.95 | 0.92 | 0.89 | 0.94 | 0.96 | 0.96 |
| 6 | 0.54 | 0.45 | 0.95 | 0.91 | 0.89 | 0.94 | 0.97 | 0.96 |
| 7 | 0.53 | 0.45 | 0.94 | 0.91 | 0.89 | 0.94 | 0.97 | 0.96 |
| 8 | 0.52 | 0.45 | 0.94 | 0.91 | 0.89 | 0.94 | 0.96 | 0.96 |
| 9 | 0.51 | 0.45 | 0.94 | 0.91 | 0.89 | 0.94 | 0.96 | 0.95 |
| 10 | 0.50 | 0.45 | 0.94 | 0.91 | 0.89 | 0.93 | 0.96 | 0.95 |