From: Histological image classification using biologically interpretable shape-based features
Endpoint | GLCM | Color GLCM | Wavelet | Topological | Nuclear | Combined traditional | Shape (Proposed) | All |
---|---|---|---|---|---|---|---|---|
DAG | 0.57 ± 0.04 | 0.67 ± 0.02 | 0.52 ± 0.06 | 0.50 ± 0.03 | 0.66 ± 0.03 | 0.79 ± 0.04a | 0.77 ± 0.03b | 0.78 ± 0.03c |
CH vs. CC | 0.75 ± 0.05 | 0.77 ± 0.05 | 0.74 ± 0.05 | 0.74 ± 0.05 | 0.76 ± 0.06 | 0.81 ± 0.03 | 0.83 ± 0.05 | 0.82 ± 0.05 |
CH vs. ON | 0.76 ± 0.05 | 0.68 ± 0.06 | 0.67 ± 0.05 | 0.72 ± 0.05 | 0.79 ± 0.05 | 0.86 ± 0.05 | 0.84 ± 0.04 | 0.88 ± 0.04 |
CH vs. PA | 0.85 ± 0.04 | 0.95 ± 0.02 | 0.86 ± 0.05 | 0.80 ± 0.04 | 0.91 ± 0.04 | 0.94 ± 0.02 | 0.96 ± 0.02 | 0.96 ± 0.03 |
CC vs. ON | 0.74 ± 0.06 | 0.78 ± 0.06 | 0.63 ± 0.03 | 0.77 ± 0.07 | 0.93 ± 0.04 | 0.93 ± 0.04 | 0.90 ± 0.07 | 0.91 ± 0.05 |
CC vs. PA | 0.78 ± 0.06 | 0.97 ± 0.04 | 0.69 ± 0.09 | 0.59 ± 0.07 | 0.76 ± 0.07 | 0.95 ± 0.05 | 0.95 ± 0.04 | 0.97 ± 0.03 |
ON vs. PA | 0.74 ± 0.07 | 0.86 ± 0.06 | 0.74 ± 0.07 | 0.65 ± 0.04 | 0.96 ± 0.03 | 0.97 ± 0.03 | 0.93 ± 0.04 | 0.92 ± 0.04 |