Research Article
A Multilevel Image Thresholding Method Based on Subspace Elimination Optimization
Table 4
Maximum entropy multilevel thresholding.
| Image | Number of thresholds | Index | Exhaustion method | PSO | SSEO |
| Female | 1 | Entropy | 8.8020 | 8.8015 | 8.8020 | Thresholds | 101 | 100 | 100 | Time(s) | 0.102574 | 0.112157 | 0.127748 | Variance of the Time | | 5.25562E-05 | 9.34983E-07 | 2 | Entropy | 12.4804 | 12.4794 | 12.4803 | Thresholds | 78 154 | 78 153 | 77 153 | Time(s) | 1.260250 | 0.269593 | 0.227045 | Variance of the Time | | 2.69640E-02 | 6.11216E-06 | 3 | Entropy | 15.6532 | 15.6440 | 15.6452 | Thresholds | 56 105 157 | 55 105 158 | 56 104 160 | Time(s) | 96.463659 | 0.465068 | 0.392787 | Variance of the Time | | 1.87901E-02 | 1.20258E-05 | 4 | Entropy | 18.5869 | 18.5527 | 18.5644 | Thresholds | 55 103 151 189 | 56 103 151 190 | 55 103 150 188 | Time(s) | 8569.387408 | 1.410479 | 1.202857 | Variance of the Time | | 1.38343E+00 | 2.44926E-04 |
| Jelly beans | 1 | Entropy | 8.0707 | 8.0698 | 8.0707 | Thresholds | 165 | 164 | 164 | Time(s) | 0.100219 | 0.111406 | 0.125397 | Variance of the Time | | 9.62990E-05 | 5.44680E-06 | 2 | Entropy | 11.5128 | 11.5097 | 11.5127 | Thresholds | 104 167 | 104 166 | 103 166 | Time(s) | 1.179629 | 3.592932 | 0.214063 | Variance of the Time | | 5.54159E+01 | 4.61903E-06 | 3 | Entropy | 14.4455 | 14.4372 | 14.4398 | Thresholds | 183 126 169 | 83 126 167 | 82 123 167 | Time(s) | 98.183702 | 0.986705 | 0.395346 | Variance of the Time | | 1.40280E+00 | 6.48835E-06 | 4 | Entropy | 17.0383 | 17.0220 | 17.0224 | Thresholds | 63 94 131 169 | 62 94 131 167 | 62 93 130 167 | Time(s) | 5906.410023 | 4.553701 | 1.213194 | Variance of the Time | | 3.14459E+01 | 2.5204E-05 |
| San Diego | 1 | Entropy | 8.9271 | 8.9270 | 8.9270 | Thresholds | 135 | 134 | 134 | Time(s) | 0.109754 | 0.112083 | 0.141757 | Variance of the Time | | 1.14090E-04 | 2.89662E-06 | 2 | Entropy | 12.4042 | 12.4016 | 12.4041 | Thresholds | 60 141 | 59 141 | 59 140 | Time(s) | 1.227037 | 0.237745 | 0.244125 | Variance of the Time | | 5.27638E-03 | 1.02371E-05 | 3 | Entropy | 15.5268 | 15.5216 | 15.5243 | Thresholds | 57 113 164 | 57 112 164 | 55 110 163 | Time(s) | 99.006925 | 0.453377 | 0.419603 | Variance of the Time | | 7.76216E-02 | 7.25335E-06 | 4 | Entropy | 18.3835 | 18.3722 | 18.3729 | Thresholds | 54 101 143 183 | 54 101 142 183 | 53 100 142 181 | Time(s) | 6188.493106 | 2.247213 | 1.270564 | Variance of the Time | | 8.36189E+00 | 2.08382E-05 |
| Sailboat | 1 | Entropy | 8.9890 | 8.9890 | 8.9890 | Thresholds | 125 | 125 | 124 | Time(s) | 0.112816 | 0.117312 | 0.140577 | Variance of the Time | | 3.41402E-05 | 5.37697E-06 | 2 | Entropy | 12.5254 | 12.5242 | 12.5254 | Thresholds | 92 163 | 92 164 | 91 162 | Time(s) | 1.257669 | 0.210157 | 0.242673 | Variance of the Time | | 3.78777E-03 | 7.77268E-06 | 3 | Entropy | 15.5654 | 15.5611 | 15.5619 | Thresholds | 73 120 170 | 73 120 169 | 73 120 170 | Time(s) | 101.733913 | 0.609797 | 0.420331 | Variance of the Time | | 9.89256E-02 | 8.98313E-06 | 4 | Entropy | 18.3682 | 18.3577 | 18.3582 | Thresholds | 71 113 157 196 | 71 112 157 195 | 69 111 156 195 | Time(s) | 6206.751312 | 2.575215 | 1.287299 | Variance of the Time | | 7.95833E+00 | 2.50911E-04 |
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