Table 4 Effectiveness of data augmentation methods.
From: Attention-guided jaw bone lesion diagnosis in panoramic radiography using minimal labeling effort
Image processing | Augmentation | Accuracy |
|---|---|---|
CLAHE | Intensity + Flip + Rotate | \(95.69 \pm 0.92\) |
– | – | \(94.50 \pm 1.27\) |
– | Intensity | \(96.25 \pm 2.18\) |
– | Flip | \(97.50 \pm 0.99\) |
– | Trapezoid | \(96.11 \pm 2.22\) |
– | Intensity + flip | \(97.50 \pm 0.83\) |
– | Intensity + trapezoid | \(95.74 \pm 2.47\) |
– | Flip + trapezoid | \(97.50 \pm 1.59\) |
– | Intensity + flip + trapezoid | \({{\textbf {99.17}}} \pm {{\textbf {0.54}}}\) |
