Table 1 Comparison of SPHARM coefficients and our morphometry descriptors for single cell fibroblast nuclei classification.
From: 3D Shape Modeling for Cell Nuclear Morphological Analysis and Classification
Classification algorithm | SPHARM coefficients, mean AUC (±SD) | Surface morphometry measures, mean AUC (±SD) |
|---|---|---|
k-Nearest Neighbors | 0.556 ± 0.103 | 0.629 ± 0.204 |
Linear SVM | 0.593 ± 0.165 | 0.677 ± 0.354 |
Gaussian SVM | 0.513 ± 0.145 | 0.682 ± 0.264 |
Random Forest | 0.619 ± 0.175 | 0.645 ± 0.200 |
AdaBoost | 0.612 ± 0.246 | 0.663 ± 0.252 |
Gradient Boosting | 0.620 ± 0.234 | 0.674 ± 0.229 |
