Table 4.
Segmentation method | Metrics of Performance | ||||||||
---|---|---|---|---|---|---|---|---|---|
(A) Absolute Error (residuals) in the Extent of the Foreground (%) | (B) Relative Error (mis‐estimation) in the Extent of the Foreground (%) | (C) Dice Coefficient Values | |||||||
N | Mean | SD | N | Mean | SD | N | Mean | SD | |
Manual | |||||||||
Manual segmentation (tracing) | 30 | 0.11 | 1.62 | 30 | 2.35 | 26.65 | 30 | 0.82 | 0.08 |
Manually defined threshold (1 examiner) | 200 | −0.96 | 3.73 | 200 | −21.06 | 41.73 | 200 | 0.82 | 0.13 |
Manually defined threshold (20 examiners) | 200 | 0.95 | 6.45 | 200 | 11.50 | 96.68 | 200 | 0.72 | 0.23 |
Global algorithms | |||||||||
Default | 10 | 3.84 | 7.74 | 10 | 70.48 | 144.25 | 10 | 0.62 | 0.30 |
Huang | 10 | 25.44 | 21.11 | 10 | 567.20 | 594.79 | 10 | 0.33 | 0.32 |
Intermodes | 10 | −3.22 | 2.77 | 10 | −51.82 | 36.62 | 10 | 0.74 | 0.22 |
IsoData | 10 | 2.98 | 6.20 | 10 | 55.49 | 116.19 | 10 | 0.63 | 0.29 |
Li | 10 | 9.61 | 11.37 | 10 | 159.87 | 211.10 | 10 | 0.54 | 0.34 |
MaxEntropy | 10 | −0.77 | 4.72 | 10 | −22.40 | 51.96 | 10 | 0.79 | 0.16 |
Mean | 10 | 24.26 | 9.41 | 10 | 466.74 | 329.82 | 10 | 0.32 | 0.30 |
MinError | 10 | 53.74 | 20.58 | 10 | 917.85 | 565.52 | 10 | 0.20 | 0.20 |
Minimum | 10 | −5.09 | 2.69 | 10 | −73.91 | 31.45 | 10 | 0.33 | 0.31 |
Moments | 10 | 1.92 | 3.13 | 10 | 28.79 | 42.01 | 10 | 0.66 | 0.28 |
Otsu | 10 | 1.44 | 3.17 | 10 | 25.42 | 51.20 | 10 | 0.64 | 0.28 |
Percentile | 10 | 41.94 | 6.15 | 10 | 763.39 | 491.28 | 10 | 0.23 | 0.23 |
RenyiEntropy | 10 | 0.18 | 5.08 | 10 | −12.75 | 54.85 | 10 | 0.78 | 0.16 |
Shanbhag | 10 | −3.01 | 3.76 | 10 | −52.57 | 46.90 | 10 | 0.55 | 0.31 |
Triange | 10 | 4.04 | 3.24 | 10 | 51.82 | 41.91 | 10 | 0.59 | 0.25 |
Yen | 10 | 0.58 | 5.69 | 10 | −9.99 | 59.01 | 10 | 0.78 | 0.17 |