From: Efficient automatic 3D segmentation of cell nuclei for high-content screening
Image id/type | Confluency | TP | FP | FN | Prec | Sens | GT | Alg Cells | F1-score | \(JI_{Avg}\) | |
---|---|---|---|---|---|---|---|---|---|---|---|
Cells | Count | ||||||||||
Count | Ā | ||||||||||
#1 | 3D image | Low | 23 | 2 | 0 | 0.92 | 1 | 23 | 25 | 0.95 | 0.79 |
#2 | 3D image | Low | 86 | 2 | 26 | 0.97 | 0.76 | 112 | 88 | 0.86 | 0.79 |
\(S_1\) | 3D stack | Low | 22 | 1 | 1 | 0.95 | 0.95 | 23 | 23 | 0.95 | 0.79 |
Ā | Ā | Ā | 86 | 2 | 26 | 0.97 | 0.76 | 112 | 88 | 0.86 | 0.79 |
#11 | 3D image | Low | 39 | 0 | 1 | 1 | 0.97 | 40 | 39 | 0.98 | 0.85 |
#12 | 3D image | Low | 78 | 2 | 16 | 0.97 | 0.83 | 94 | 80 | 0.89 | 0.84 |
\(S_2\) | 3D stack | Low | 39 | 0 | 1 | 1 | 0.97 | 40 | 39 | 0.98 | 0.85 |
Ā | Ā | Ā | 76 | 5 | 18 | 0.94 | 0.80 | 94 | 81 | 0.86 | 0.83 |
#10 | 3D image | Low | 77 | 1 | 8 | 0.98 | 0.90 | 85 | 78 | 0.94 | 0.85 |
#11 | 3D image | Low | 39 | 0 | 1 | 1 | 0.97 | 40 | 39 | 0.98 | 0.85 |
#12 | 3D image | low | 78 | 2 | 16 | 0.97 | 0.83 | 94 | 80 | 0.89 | 0.84 |
#13 | 3D image | Mod | 88 | 3 | 6 | 0.96 | 0.93 | 94 | 91 | 0.93 | 0.84 |
\(S_3\) | 3D stack | Low/ | 79 | 0 | 6 | 1 | 0.92 | 85 | 79 | 0.96 | 0.84 |
Ā | Ā | Mod | 37 | 1 | 3 | 0.97 | 0.92 | 40 | 38 | 0.95 | 0.86 |
Ā | Ā | Ā | 70 | 7 | 24 | 0.90 | 0.74 | 94 | 77 | 0.81 | 0.80 |
Ā | Ā | Ā | 54 | 3 | 40 | 0.94 | 0.63 | 94 | 57 | 0.76 | 0.69 |