Table 2.
SYNTHETIC 2D MAMMOGRAM | ||||
---|---|---|---|---|
Groups of Features | Individual Features | Mean (Std Dev) of 16 Auto-Timed Images | Coefficient of Variation | Percentile Rank of Mean Relative to Clinical Distribution |
Group 1: Grey-level histogram | Max | 2.98 (0.0241) | 0.00811 | 92.1% |
Min | −1.26 (0.0238) | 0.0188 | 65.8% | |
Mean | 0.0371 (0.00588) | 0.158 * | 55.4% | |
Sum | 1.29 × 102 (20.5) | 0.158 * | 51.4% | |
Entropy | 5.96 (0.0266) | 0.00446 | 1.40% ** | |
Kurtosis | 5.98 (0.175) | 0.0292 | 99.0% ** | |
Sigma | 0.730 (0.00917) | 0.0126 | 98.7% ** | |
Skewness | 1.35 (0.0438) | 0.0324 | 99.7% ** | |
5th Percentile | −0.764 (0.0141) | 0.0184 | 71.6% | |
5th Mean | −0.883 (0.0168) | 0.0191 | 72.4% | |
95th Percentile | 1.59 (0.0201) | 0.0127 | >99.9% ** | |
95th Mean | 2.02 (0.0190) | 0.00941 | 99.8% ** | |
Group 2: Co-occurrence | Cluster shade | 1.99 × 104 (4.69 × 102) | 0.0236 | >99.9% ** |
Energy | 1.28 × 10−3 (9.95 × 10−5) | 0.0778 * | 99.6% ** | |
Entropy | 8.78 (0.0337) | 0.00384 | <0.1% ** | |
Inertia | 4.92 × 102 (6.35) | 0.0129 | >99.9% ** | |
Correlation | 9.28 × 10−4 (2.46 × 10−5) | 0.0265 | 30.1% | |
Haralick correlation | 9.49 × 106 (5.00 × 105) | 0.0528 * | 1.50% ** | |
Inverse difference moment | 0.107 (0.00324) | 0.0302 | 99.9% ** | |
Group 3: Run length | Grey-level non-uniformity | 72.0 (1.65) | 0.0229 | 89.8% |
Run-length non-uniformity | 3.25 × 103 (10.4) | 0.00320 | <0.1% ** | |
Run percentage | 0.934 (0.00295) | 0.00316 | 0.5% ** | |
High grey-level run emphasis | 2.26 × 103 (40.7) | 0.0180 | 11.5% | |
Long run emphasis | 1.00 (6.79 × 10−5) | 6.79 × 10−5 | 94.5% | |
Low grey-level run emphasis | 2.94 × 10−3 (1.26 × 10−4) | 0.0429 | 99.4% ** | |
Short run emphasis | 1.00 (1.70 × 10−5) | 1.70 × 10−5 | 3.40% |
Coefficient of variation exceeds 0.05.
Phantom texture is unrealistic relative to clinical data.