Table 2.
Values of nRoA and nBiasavg for the 20 features with nRoA ≤ 20% for at least one of the three methods.
Follow-up32×32 |
Resampled32×32 |
Affine32×32 |
Demons32×32 |
|||||
---|---|---|---|---|---|---|---|---|
nRoA (%) | nBiasavg (%) | nRoA (%) | nBiasavg (%) | nRoA (%) | nBiasavg (%) | nRoA (%) | nBiasavg (%) | |
First-order features | ||||||||
Minimum | 5.82 | −0.02 | 7.77 | 1.35 | 8.09 | 1.57 | 9.79 | 3.39 |
Mean | 13.79 | 0.00 | 13.56 | 0.03 | 12.94 | −0.02 | 7.58 | 0.24 |
Median | 10.95 | −0.03 | 10.83 | 0.13 | 10.74 | 0.14 | 7.30 | 0.19 |
Binned entropy | 16.79 | 0.01 | 16.96 | −1.20 | 16.15 | −1.43 | 14.42 | −4.03 |
Unbinned entropy | 11.53 | 0.01 | 12.00 | −1.66 | 11.52 | −2.02 | 10.13 | −4.66 |
5% quantile | 10.11 | −0.05 | 11.32 | 2.93 | 10.86 | 3.26 | 10.84 | 4.83 |
30% quantile | 9.67 | −0.04 | 9.65 | 1.15 | 9.56 | 1.28 | 7.46 | 1.85 |
70% quantile | 16.77 | −0.01 | 16.45 | −0.82 | 15.88 | −0.92 | 9.19 | −1.45 |
Fractal features | ||||||||
Box counting dim. | 15.13 | −0.05 | 15.65 | −3.92 | 13.53 | −4.29 | 11.51 | −5.91 |
Fine dimension | 17.33 | −0.04 | 21.03 | −6.58 | 19.16 | −7.08 | 16.27 | −8.46 |
Brownian dimension | 7.16 | −0.01 | 6.85 | −0.83 | 5.70 | −0.91 | 4.48 | −1.28 |
Laws’ filter features | ||||||||
E5L5 entropy | 17.21 | 0.06 | 16.79 | −1.46 | 14.05 | −1.76 | 10.68 | −2.54 |
R5L5 entropy | 19.00 | 0.01 | 19.82 | −5.23 | 17.66 | −5.75 | 14.17 | −4.01 |
S5L5 entropy | 19.22 | 0.07 | 18.57 | −2.67 | 15.65 | −3.12 | 11.52 | −3.67 |
W5L5 entropy | 19.11 | 0.05 | 18.87 | −4.04 | 16.31 | −4.55 | 12.45 | −4.36 |
GLCM features | ||||||||
Difference entropy | 13.26 | 0.02 | 15.20 | −4.93 | 13.54 | −5.53 | 12.84 | −9.48 |
Entropy | 3.55 | 0.00 | 2.88 | 0.02 | 2.88 | −0.03 | 3.04 | −0.50 |
Sum of squares var. | 15.48 | 0.03 | 15.75 | −1.77 | 14.59 | −2.12 | 12.94 | −3.95 |
Sum average | 7.12 | 0.01 | 7.32 | −0.78 | 6.91 | −0.94 | 6.36 | −1.86 |
Sum entropy | 8.38 | 0.01 | 8.78 | −1.68 | 8.34 | −1.94 | 7.23 | −3.63 |
Mean across all features | 12.87 | 0.00 | 13.30 | −1.60 | 12.20 | −1.81 | 10.01 | −2.46 |