Table 1.
Evaluation of the three designated tools on the eight available datasets
|
Algorithm/Dataset |
Init |
SN15 |
Melanoma |
TScratch |
Scatter |
Microfluidics |
HEK293 |
MDCK |
|---|---|---|---|---|---|---|---|---|
|
Mean F-Measure |
(N = 28) | (N = 54) | (N = 20) | (N = 24) | (N = 6) | (N = 13) | (N = 12) | (N = 14) |
|
(Median F-Measure) | ||||||||
| [F-Measure Adjusted] | ||||||||
| Tscratch (Geback et al. 2009) |
0.96 |
0.96 |
0.88 |
0.94 |
0.47 |
0.42 |
0.90 |
0.92 |
| (0.96) |
(0.97) |
(0.90) |
(0.93) |
(0.47) |
(0.41) |
(0.91) |
(0.93) |
|
| MultiCellSeg (Zaritsky et al. 2011) |
0.98 |
0.97 |
0.85 |
0.93 |
0.55 |
0.35 |
0.95 |
0.96 |
| (0.98) |
(0.98) |
(0.91) |
(0.95) |
(0.56) |
(0.45) |
(0.95) |
(0.98) |
|
| Topman et al. 2011 |
0.98 |
0.95 |
0.93 |
0.78 |
0.58 |
0.63 |
0.85 |
0.89 |
| (0.98) |
(0.97) |
(0.93) |
(0.76) |
(0.60) |
(0.63) |
(0.87) |
(0.93) |
|
| [0.97] | [0.96] | [0.93] | [0.84] | [0.52] | [0.61] | [0.84] | [0.93] |
F-measure was used for evaluation in three forms: mean F-measure of images in the dataset, median, and mean after threshold adjustment on the training set (for [10]).
Best mean F-measure performance is marked in bold.