Table 1. Performance of proposed and the state-of-the-art methods.
Proposed | Ilastik | FARSight | RPHC | 3D watershed | CellSegmentation3D | |
---|---|---|---|---|---|---|
TP | 184.92 | 169.67 | 155.25 | 141.67 | 161.17 | 152.33 |
FP | 9.42 | 5.08 | 3.92 | 11.50 | 22.08 | 40.33 |
FN | 6.00 | 21.25 | 35.67 | 49.25 | 29.75 | 38.58 |
Found | 194.33 | 174.75 | 159.17 | 153.17 | 183.25 | 192.67 |
TP rate | 0.9686 | 0.8885 | 0.8133 | 0.7419 | 0.8440 | 0.7981 |
FP rate | 0.0493 | 0.0265 | 0.0205 | 0.0602 | 0.1158 | 0.2115 |
FN rate | 0.0314 | 0.1115 | 0.1867 | 0.2581 | 0.1560 | 0.2019 |
F-measure | 0.9602 | 0.9277 | 0.8865 | 0.8232 | 0.8615 | 0.7943 |
Accuracy | 0.9239 | 0.8657 | 0.7969 | 0.7001 | 0.7572 | 0.6597 |
Time (sec) | 202.60 | 240.75 | 14.73 | 537.41 | 40.98 | 352.70 |
The means of 12 animals are shown. TP, FP and FN mean True Positive, False Positive and False Negative, respectively. The mean of the Grand Truth (GT) is 190.92. The details of performance indices are described in Methods section.