Table 2.
F-measure values for Cellpose-CPPA and CellProfiler cytoplasm segmentation of NAD(P)H images of quiescent T cells, activated T cells, and MCF7 cells. F-measure values are computed for each identified cell via POSEA. Values are reported as mean (± standard deviation), n = 982 quiescent T cells, 228 activated T cells, and 335 MCF7 cells. From the subsequent statistical analysis, it was found that the F-measure for the CellProfiler method is significantly lower (p < 2e-16) compared to the CPPA threshold methods. In addition, within the CPPA thresholding methods, no significant differences were observed except for the mean thresholding method applied to quiescent T cells, which showed a significantly lower F-measure (p < 2e-16) compared to other thresholding methods. This aligns with the analysis presented in Table 1.
Segmentation Algorithm | F-measure | ||
---|---|---|---|
|
|||
Quiescent T cells | Activated T cells | MCF7 cells | |
| |||
CellProfiler | 0.59 (±0.23) | 0.55 (±0.21) | 0.46 (±0.29) |
CPPA-isodata | 0.83 (±0.09) | 0.76 (±0.13) | 0.72 (±0.21) |
CPPA-li | 0.83 (±0.09) | 0.75 (±0.14) | 0.72 (±0.21) |
CPPA-mean | 0.80 (±0.09) | 0.75 (±0.14) | 0.72 (±0.21) |
CPPA-otsu | 0.83 (±0.09) | 0.76 (±0.14) | 0.72 (±0.21) |
CPPA-triangle | 0.84 (±0.08) | 0.76 (±0.14) | 0.69 (±0.20) |
CPPA-yen | 0.83 (±0.09) | 0.75 (±0.13) | 0.72 (±0.21) |