Table 1. Results for nuclei extraction at various stages of centroid extraction.
Number of nuclei | ||||
Proposed Method with Variant-1 (Variant-2) | Ground truth | |||
Image | Stage-1 | Stage-2 | Stage-3 | Nuclei |
t12 | 44 (28) | 22 (23) | 17 (17) | 17 |
t14 | 25 (21) | 20 (20) | 17 (17) | 17 |
t40 | 114 (17) | 16 (15) | 16 (15) | 17 |
t70 | 98 (26) | 26 (24) | 22 (18) | 20 |
t85 | 77 (46) | 37 (40) | 30 (29) | 30 |
t97 | 80 (31) | 29 (27) | 27 (25) | 33 |
Number of estimated nuclei at various stages of the proposed method. Proposed method uses threshold parameters ( = 0.97) in the rough extraction stage (Stage-1), ( = 0.85) for the profile shape analysis (Stage-2), and ( = 15 pixels) for merging fragmented nuclei (Stage-3).