Tissue Classification Based on Radiomic Feature Classes and Signatures in 4-Tissue Model
Classification accuracy | Unharmonized | Harmonized | P | ||
---|---|---|---|---|---|
Median | Range | Median | Range | ||
Gray-level histogram | |||||
Training | 46.3 | 44.8–48.9 | 56.1 | 53.6–60.4 | 0.043 |
Validation | 45.8 | 42.5–49.2 | 53.8 | 46.3–56.3 | 0.043 |
Gray-level cooccurrence matrix | |||||
Training | 43.4 | 37.5–46.1 | 62.7 | 60.5–64.3 | 0.043 |
Validation | 39.2 | 36.7–41.7 | 57.5 | 50.8–65.0 | 0.042 |
Gray-level run-length matrix | |||||
Training | 46.3 | 43.4–47.1 | 63.0 | 57.3–64.5 | 0.042 |
Validation | 41.7 | 40.4–47.9 | 59.2 | 52.5–61.7 | 0.043 |
Gray-level size-zone matrix | |||||
Training | 43.4 | 41.4–43.8 | 86.0 | 83.0–87.5 | 0.043 |
Validation | 39.6 | 36.3–42.9 | 82.5 | 68.8–85.0 | 0.043 |
Neighborhood gray-tone difference matrix | |||||
Training | 42.1 | 39.6–45.0 | 62.7 | 60.0–64.3 | 0.043 |
Validation | 42.5 | 36.7–46.7 | 61.3 | 57.1–65.8 | 0.043 |
Radiomic signature | |||||
Training | 51.6 | 48.2–56.6 | 82.1 | 80.0–86.3 | 0.042 |
Validation | 48.8 | 42.9–50.8 | 81.3 | 67.5–82.9 | 0.043 |
Data are percentages.