Table 2.
Comparative leukocyte detection performance of the BSV approach, the IO method, the Wang algorithm, the BGA detector, and the proposed DE method over the data set which contains 30 images and 426 leukocytes.
| Leukocyte type | Method | Leukocytes detected | Missing | False alarms | DR | FAR |
|---|---|---|---|---|---|---|
| Bright leukocytes (287) | BSV [3] | 130 | 157 | 84 | 45.30% | 29.27% |
| IO [4] | 227 | 60 | 73 | 79.09% | 25.43% | |
| Wang [5] | 231 | 56 | 60 | 80.49% | 20.90% | |
| GAB [12] | 220 | 67 | 22 | 76.65% | 7.66% | |
| DE based | 281 | 6 | 11 | 97.91% | 3.83% | |
|
| ||||||
| Dark leukocytes (230) | BSV [3] | 105 | 125 | 59 | 46.65% | 25.65% |
| IO [4] | 183 | 47 | 61 | 79.56% | 26.52% | |
| Wang [5] | 196 | 34 | 47 | 85.22% | 20.43% | |
| GAB [12] | 179 | 51 | 23 | 77.83% | 10.00% | |
| DE based | 227 | 3 | 3 | 98.70% | 1.30% | |
|
| ||||||
| Overall (517) | BSV [3] | 235 | 282 | 143 | 45.45% | 27.66% |
| IO [4] | 410 | 107 | 134 | 79.30% | 25.92% | |
| Wang [5] | 427 | 90 | 107 | 82.59% | 20.70% | |
| GAB [12] | 399 | 118 | 45 | 77.18% | 8.70% | |
| DE based | 508 | 9 | 14 | 98.26% | 2.71% | |