Effect of Iteration on Mean Squared Errors for Different Combinations of Prediction Region and Block Size
Prediction region | ||||||||||
Low count level | Intermediate count level | High count level | ||||||||
Block size | n | 3 × 3* | 3 × 3 | 5 × 5 | 3 × 3* | 3 × 3 | 5 × 5 | 3 × 3* | 3 × 3 | 5 × 5 |
5 × 5 | 0 | 1.26 | 1.08 | — | 3.85 | 2.95 | — | 13.25 | 10.11 | — |
1 | 1.05 | 0.97 | — | 3.12 | 2.99 | — | 10.47 | 10.62 | — | |
2 | 1.32 | 1.05 | — | 4.33 | 3.39 | — | 15.36 | 12.11 | — | |
6 × 6 | 0 | 1.24 | 1.01 | 3.28 | 3.80 | 2.89 | 9.02 | 13.29 | 10.11 | 42.9 |
1 | 1.01 | 0.92 | 3.51 | 3.00 | 2.91 | 26.05 | 10.28 | 10.44 | 40.69 | |
2 | 1.27 | 1.02 | 4.56 | 4.19 | 3.31 | 82.05 | 15.21 | 12.20 | 49.32 | |
7 × 7 | 0 | 1.23 | 1.00 | 1.07 | 3.83 | 2.94 | 3.11 | 13.43 | 10.39 | 10.72 |
1 | 1.00 | 0.91 | 1.00 | 3.00 | 2.97 | 3.26 | 10.35 | 10.50 | 11.29 | |
2 | 1.26 | 1.02 | 1.08 | 4.20 | 3.41 | 3.61 | 15.37 | 12.50 | 12.63 | |
8 × 8 | 0 | 1.25 | 1.02 | 1.04 | 3.87 | 3.06 | 3.10 | 13.66 | 10.87 | 10.91 |
1 | 1.01 | 0.93 | 0.94 | 3.06 | 3.05 | 3.20 | 10.63 | 10.85 | 11.06 | |
2 | 1.27 | 1.04 | 1.02 | 4.26 | 3.54 | 3.53 | 15.57 | 13.00 | 12.52 | |
9 × 9 | 0 | 1.24 | 1.02 | 1.03 | 3.88 | 3.08 | 3.07 | 13.75 | 11.02 | 11.01 |
1 | 0.99 | 0.91 | 0.96 | 3.04 | 3.02 | 3.14 | 10.67 | 10.69 | 11.02 | |
2 | 1.25 | 1.04 | 1.04 | 4.23 | 3.56 | 3.50 | 15.75 | 13.07 | 12.32 | |
10 × 10 | 0 | 1.25 | 1.04 | 1.02 | 3.94 | 3.22 | 3.13 | 13.99 | 11.55 | 11.19 |
1 | 1.01 | 0.94 | 0.94 | 3.12 | 3.14 | 3.15 | 11.08 | 11.39 | 10.83 | |
2 | 1.27 | 1.07 | 1.03 | 4.33 | 3.75 | 3.49 | 16.24 | 13.81 | 12.41 | |
11 × 11 | 0 | 1.25 | 1.05 | 1.02 | 3.96 | 3.26 | 3.17 | 14.07 | 11.72 | 11.38 |
1 | 1.00 | 0.94 | 0.96 | 3.12 | 3.14 | 3.16 | 11.15 | 11.36 | 10.90 | |
2 | 1.27 | 1.08 | 1.04 | 4.34 | 3.80 | 3.52 | 16.37 | 14.01 | 12.53 | |
12 × 12 | 0 | 1.22 | 1.07 | 1.03 | 3.99 | 3.38 | 3.23 | 14.21 | 12.15 | 11.74 |
1 | 1.01 | 0.96 | 0.97 | 3.15 | 3.23 | 3.18 | 11.38 | 11.88 | 11.07 | |
2 | 1.27 | 1.10 | 1.05 | 4.39 | 3.90 | 3.54 | 16.69 | 14.48 | 12.73 |
n = number of iterations; 3 × 3* = prediction region of 4 orthogonal neighbors of predicted pixel; — = modeling not possible because prediction region = block size.
Block sizes and other prediction regions are squares in pixels.