Table 12 2D kapur’s entropy values at different threshold levels on breast cancer images.
From: Gaussian bare‑bone JAYA algorithm for multi-threshold medical image segmentation
Image | Thresholds | GBJAYA | JAYA | DE | ABC | MVO | HHO | CGPSO | IWOA | ASMA | GBSFSSSA | SRDSGO |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
K | 4 | 4.02 × 101 | 4.02 × 101 | 4.02 × 101 | 4.02 × 101 | 4.00 × 101 | 3.99 × 101 | 4.01 × 101 | 3.99 × 101 | 4.02 × 101 | 4.01 × 101 | 4.02 × 101 |
5 | 4.59 × 101 | 4.59 × 101 | 4.59 × 101 | 4.59 × 101 | 4.57 × 101 | 4.54 × 101 | 4.58 × 101 | 4.56 × 101 | 4.59 × 101 | 4.58 × 101 | 4.59 × 101 | |
6 | 5.14 × 101 | 5.11 × 101 | 5.14 × 101 | 5.13 × 101 | 5.09 × 101 | 5.04 × 101 | 5.13 × 101 | 5.01 × 101 | 5.13 × 101 | 5.13 × 101 | 5.14 × 101 | |
12 | 7.81 × 101 | 7.62 × 101 | 7.71 × 101 | 7.66 × 101 | 7.53 × 101 | 7.42 × 101 | 7.70 × 101 | 7.39 × 101 | 7.67 × 101 | 7.65 × 101 | 7.70 × 101 | |
16 | 9.08 × 101 | 8.99 × 101 | 8.93 × 101 | 8.95 × 101 | 8.92 × 101 | 8.75 × 101 | 8.92 × 101 | 8.79 × 101 | 8.98 × 101 | 9.07 × 101 | 9.01 × 101 | |
20 | 1.03 × 102 | 1.00 × 102 | 1.00 × 102 | 1.00 × 102 | 9.89 × 101 | 9.89 × 101 | 1.00 × 102 | 9.75 × 101 | 1.01 × 102 | 1.02 × 102 | 1.02 × 102 | |
L | 4 | 4.38 × 101 | 4.38 × 101 | 4.38 × 101 | 4.38 × 101 | 4.35 × 101 | 4.27 × 101 | 4.38 × 101 | 4.24 × 101 | 4.38 × 101 | 4.38 × 101 | 4.38 × 101 |
5 | 4.96 × 101 | 4.96 × 101 | 4.96 × 101 | 4.95 × 101 | 4.94 × 101 | 4.85 × 101 | 4.94 × 101 | 4.77 × 101 | 4.95 × 101 | 4.95 × 101 | 4.96 × 101 | |
6 | 5.49 × 101 | 5.47 × 101 | 5.49 × 101 | 5.48 × 101 | 5.40 × 101 | 5.35 × 101 | 5.46 × 101 | 5.33 × 101 | 5.48 × 101 | 5.48 × 101 | 5.49 × 101 | |
12 | 8.06 × 101 | 7.93 × 101 | 7.94 × 101 | 7.96 × 101 | 7.82 × 101 | 7.69 × 101 | 7.93 × 101 | 7.58 × 101 | 7.95 × 101 | 8.01 × 101 | 7.99 × 101 | |
16 | 9.45 × 101 | 9.20 × 101 | 9.16 × 101 | 9.16 × 101 | 9.06 × 101 | 9.02 × 101 | 9.18 × 101 | 8.99 × 101 | 9.33 × 101 | 9.34 × 101 | 9.31 × 101 | |
20 | 1.06 × 102 | 1.02 × 102 | 1.03 × 102 | 1.03 × 102 | 1.02 × 102 | 9.73 × 101 | 1.02 × 102 | 9.82 × 101 | 1.03 × 102 | 1.05 × 102 | 1.04 × 102 | |
M | 4 | 3.75 × 101 | 3.71 × 101 | 3.75 × 101 | 3.73 × 101 | 3.72 × 101 | 3.61 × 101 | 3.70 × 101 | 3.62 × 101 | 3.75 × 101 | 3.75 × 101 | 3.75 × 101 |
5 | 4.31 × 101 | 4.25 × 101 | 4.31 × 101 | 4.30 × 101 | 4.26 × 101 | 4.24 × 101 | 4.15 × 101 | 4.22 × 101 | 4.30 × 101 | 4.31 × 101 | 4.31 × 101 | |
6 | 4.83 × 101 | 4.78 × 101 | 4.80 × 101 | 4.82 × 101 | 4.79 × 101 | 4.73 × 101 | 4.79 × 101 | 4.71 × 101 | 4.82 × 101 | 4.81 × 101 | 4.83 × 101 | |
12 | 7.52 × 101 | 7.05 × 101 | 7.25 × 101 | 7.19 × 101 | 7.16 × 101 | 7.06 × 101 | 7.21 × 101 | 6.89 × 101 | 7.49 × 101 | 7.40 × 101 | 7.29 × 101 | |
16 | 8.92 × 101 | 8.14 × 101 | 8.43 × 101 | 8.64 × 101 | 8.22 × 101 | 8.35 × 101 | 8.44 × 101 | 8.09 × 101 | 8.63 × 101 | 8.75 × 101 | 8.74 × 101 | |
20 | 1.02 × 102 | 9.29 × 101 | 9.42 × 101 | 9.69 × 101 | 9.42 × 101 | 9.19 × 101 | 9.49 × 101 | 9.35 × 101 | 9.81 × 101 | 9.87 × 101 | 9.81 × 101 | |
N | 4 | 3.98 × 101 | 3.95 × 101 | 3.97 × 101 | 3.97 × 101 | 3.94 × 101 | 3.90 × 101 | 3.97 × 101 | 3.94 × 101 | 3.97 × 101 | 3.97 × 101 | 3.97 × 101 |
5 | 4.57 × 101 | 4.55 × 101 | 4.57 × 101 | 4.57 × 101 | 4.52 × 101 | 4.46 × 101 | 4.51 × 101 | 4.49 × 101 | 4.57 × 101 | 4.57 × 101 | 4.57 × 101 | |
6 | 5.10 × 101 | 5.09 × 101 | 5.09 × 101 | 5.07 × 101 | 5.03 × 101 | 4.80 × 101 | 5.05 × 101 | 4.87 × 101 | 5.10 × 101 | 5.09 × 101 | 5.10 × 101 | |
12 | 7.81 × 101 | 7.52 × 101 | 7.60 × 101 | 7.52 × 101 | 7.51 × 101 | 7.21 × 101 | 7.68 × 101 | 7.46 × 101 | 7.58 × 101 | 7.63 × 101 | 7.61 × 101 | |
16 | 9.22 × 101 | 8.66 × 101 | 8.80 × 101 | 8.77 × 101 | 8.75 × 101 | 8.54 × 101 | 8.82 × 101 | 8.53 × 101 | 8.87 × 101 | 8.95 × 101 | 8.93 × 101 | |
20 | 1.03 × 102 | 9.71 × 101 | 9.90 × 101 | 9.96 × 101 | 9.81 × 101 | 9.34 × 101 | 9.97 × 101 | 9.60 × 101 | 9.95 × 101 | 1.01 × 102 | 1.01 × 102 | |
O | 4 | 3.87 × 101 | 3.86 × 101 | 3.87 × 101 | 3.86 × 101 | 3.86 × 101 | 3.82 × 101 | 3.86 × 101 | 3.81 × 101 | 3.87 × 101 | 3.86 × 101 | 3.87 × 101 |
5 | 4.46 × 101 | 4.44 × 101 | 4.46 × 101 | 4.46 × 101 | 4.43 × 101 | 4.41 × 101 | 4.43 × 101 | 4.39 × 101 | 4.44 × 101 | 4.46 × 101 | 4.46 × 101 | |
6 | 5.00 × 101 | 4.98 × 101 | 5.00 × 101 | 5.00 × 101 | 4.97 × 101 | 4.95 × 101 | 4.99 × 101 | 4.92 × 101 | 5.01 × 101 | 5.00 × 101 | 5.00 × 101 | |
12 | 7.80 × 101 | 7.74 × 101 | 7.74 × 101 | 7.72 × 101 | 7.65 × 101 | 7.54 × 101 | 7.71 × 101 | 7.44 × 101 | 7.75 × 101 | 7.78 × 101 | 7.75 × 101 | |
16 | 9.26 × 101 | 9.07 × 101 | 9.08 × 101 | 9.12 × 101 | 9.02 × 101 | 8.93 × 101 | 9.13 × 101 | 8.81 × 101 | 9.15 × 101 | 9.20 × 101 | 9.17 × 101 | |
20 | 1.05 × 102 | 1.02 × 102 | 1.03 × 102 | 1.03 × 102 | 1.01 × 102 | 1.01 × 102 | 1.03 × 102 | 9.91 × 101 | 1.03 × 102 | 1.04 × 102 | 1.04 × 102 | |
P | 4 | 3.95 × 101 | 3.93 × 101 | 3.95 × 101 | 3.95 × 101 | 3.94 × 101 | 3.91 × 101 | 3.94 × 101 | 3.89 × 101 | 3.95 × 101 | 3.95 × 101 | 3.95 × 101 |
5 | 4.56 × 101 | 4.52 × 101 | 4.55 × 101 | 4.55 × 101 | 4.50 × 101 | 4.47 × 101 | 4.53 × 101 | 4.50 × 101 | 4.55 × 101 | 4.55 × 101 | 4.55 × 101 | |
6 | 5.12 × 101 | 5.11 × 101 | 5.12 × 101 | 5.10 × 101 | 5.10 × 101 | 5.01 × 101 | 5.09 × 101 | 5.07 × 101 | 5.12 × 101 | 5.12 × 101 | 5.12 × 101 | |
12 | 7.80 × 101 | 7.68 × 101 | 7.59 × 101 | 7.61 × 101 | 7.59 × 101 | 7.54 × 101 | 7.64 × 101 | 7.40 × 101 | 7.67 × 101 | 7.76 × 101 | 7.70 × 101 | |
16 | 9.15 × 101 | 8.85 × 101 | 8.95 × 101 | 8.93 × 101 | 8.88 × 101 | 8.63 × 101 | 8.94 × 101 | 8.59 × 101 | 9.00 × 101 | 9.04 × 101 | 9.02 × 101 | |
20 | 1.04 × 102 | 1.00 × 102 | 1.00 × 102 | 1.00 × 102 | 9.89 × 101 | 9.91 × 101 | 9.93 × 101 | 9.57 × 101 | 1.01 × 102 | 1.02 × 102 | 1.01 × 102 | |
Q | 4 | 3.96 × 101 | 3.96 × 101 | 3.96 × 101 | 3.96 × 101 | 3.95 × 101 | 3.89 × 101 | 3.96 × 101 | 3.93 × 101 | 3.96 × 101 | 3.96 × 101 | 3.96 × 101 |
5 | 4.55 × 101 | 4.55 × 101 | 4.55 × 101 | 4.55 × 101 | 4.54 × 101 | 4.50 × 101 | 4.55 × 101 | 4.49 × 101 | 4.55 × 101 | 4.55 × 101 | 4.55 × 101 | |
6 | 5.10 × 101 | 5.09 × 101 | 5.09 × 101 | 5.09 × 101 | 5.09 × 101 | 4.93 × 101 | 5.08 × 101 | 5.04 × 101 | 5.09 × 101 | 5.09 × 101 | 5.10 × 101 | |
12 | 7.81 × 101 | 7.72 × 101 | 7.72 × 101 | 7.72 × 101 | 7.68 × 101 | 7.48 × 101 | 7.73 × 101 | 7.28 × 101 | 7.73 × 101 | 7.77 × 101 | 7.75 × 101 | |
16 | 9.25 × 101 | 9.08 × 101 | 8.98 × 101 | 9.01 × 101 | 8.80 × 101 | 8.69 × 101 | 9.05 × 101 | 8.70 × 101 | 9.03 × 101 | 9.21 × 101 | 9.13 × 101 | |
20 | 1.04 × 102 | 1.02 × 102 | 1.02 × 102 | 1.02 × 102 | 9.94 × 101 | 9.85 × 101 | 1.02 × 102 | 9.80 × 101 | 1.02 × 102 | 1.04 × 102 | 1.02 × 102 | |
R | 4 | 3.79 × 101 | 3.74 × 101 | 3.79 × 101 | 3.79 × 101 | 3.79 × 101 | 3.78 × 101 | 3.76 × 101 | 3.75 × 101 | 3.79 × 101 | 3.79 × 101 | 3.79 × 101 |
5 | 4.37 × 101 | 4.35 × 101 | 4.37 × 101 | 4.37 × 101 | 4.36 × 101 | 4.22 × 101 | 4.37 × 101 | 4.32 × 101 | 4.37 × 101 | 4.37 × 101 | 4.37 × 101 | |
6 | 4.89 × 101 | 4.89 × 101 | 4.89 × 101 | 4.89 × 101 | 4.89 × 101 | 4.88 × 101 | 4.89 × 101 | 4.83 × 101 | 4.89 × 101 | 4.89 × 101 | 4.89 × 101 | |
12 | 7.56 × 101 | 7.42 × 101 | 7.48 × 101 | 7.48 × 101 | 7.44 × 101 | 7.33 × 101 | 7.49 × 101 | 7.19 × 101 | 7.48 × 101 | 7.54 × 101 | 7.50 × 101 | |
16 | 9.02 × 101 | 8.70 × 101 | 8.87 × 101 | 8.79 × 101 | 8.69 × 101 | 8.60 × 101 | 8.82 × 101 | 8.56 × 101 | 8.86 × 101 | 8.94 × 101 | 8.92 × 101 | |
20 | 1.02 × 102 | 9.83 × 101 | 9.98 × 101 | 9.88 × 101 | 9.81 × 101 | 9.65 × 101 | 9.93 × 101 | 9.60 × 101 | 9.96 × 101 | 1.01 × 102 | 1.01 × 102 | |
S | 4 | 4.02 × 101 | 4.02 × 101 | 4.02 × 101 | 4.02 × 101 | 4.01 × 101 | 3.97 × 101 | 4.01 × 101 | 3.96 × 101 | 4.02 × 101 | 4.02 × 101 | 4.02 × 101 |
5 | 4.59 × 101 | 4.59 × 101 | 4.59 × 101 | 4.59 × 101 | 4.58 × 101 | 4.51 × 101 | 4.58 × 101 | 4.54 × 101 | 4.59 × 101 | 4.59 × 101 | 4.59 × 101 | |
6 | 5.12 × 101 | 5.10 × 101 | 5.11 × 101 | 5.12 × 101 | 5.09 × 101 | 5.08 × 101 | 5.11 × 101 | 5.07 × 101 | 5.11 × 101 | 5.12 × 101 | 5.11 × 101 | |
12 | 7.82 × 101 | 7.60 × 101 | 7.69 × 101 | 7.64 × 101 | 7.59 × 101 | 7.54 × 101 | 7.64 × 101 | 7.32 × 101 | 7.75 × 101 | 7.74 × 101 | 7.69 × 101 | |
16 | 9.20 × 101 | 8.89 × 101 | 8.93 × 101 | 8.99 × 101 | 8.88 × 101 | 8.72 × 101 | 8.93 × 101 | 8.61 × 101 | 9.06 × 101 | 9.07 × 101 | 9.01 × 101 | |
20 | 1.04 × 102 | 9.94 × 101 | 1.01 × 102 | 1.00 × 102 | 9.77 × 101 | 9.52 × 101 | 9.93 × 101 | 9.71 × 101 | 1.02 × 102 | 1.02 × 102 | 1.01 × 102 | |
T | 4 | 3.82 × 101 | 3.80 × 101 | 3.81 × 101 | 3.82 × 101 | 3.82 × 101 | 3.77 × 101 | 3.80 × 101 | 3.76 × 101 | 3.82 × 101 | 3.83 × 101 | 3.82 × 101 |
5 | 4.43 × 101 | 4.35 × 101 | 4.41 × 101 | 4.41 × 101 | 4.41 × 101 | 4.33 × 101 | 4.39 × 101 | 4.34 × 101 | 4.42 × 101 | 4.43 × 101 | 4.42 × 101 | |
6 | 4.98 × 101 | 4.90 × 101 | 4.96 × 101 | 4.97 × 101 | 4.97 × 101 | 4.86 × 101 | 4.93 × 101 | 4.90 × 101 | 4.98 × 101 | 4.98 × 101 | 4.98 × 101 | |
12 | 7.68 × 101 | 7.46 × 101 | 7.58 × 101 | 7.54 × 101 | 7.52 × 101 | 7.37 × 101 | 7.63 × 101 | 7.32 × 101 | 7.57 × 101 | 7.65 × 101 | 7.61 × 101 | |
16 | 9.10 × 101 | 8.72 × 101 | 8.90 × 101 | 8.92 × 101 | 8.91 × 101 | 8.80 × 101 | 8.93 × 101 | 8.53 × 101 | 9.01 × 101 | 9.03 × 101 | 8.97 × 101 | |
20 | 1.03 × 102 | 9.78 × 101 | 1.00 × 102 | 1.01 × 102 | 9.93 × 101 | 9.93 × 101 | 9.98 × 101 | 9.67 × 101 | 1.01 × 102 | 1.03 × 102 | 1.02 × 102 |