Table 2 Domain non-specific (DNS) pre-processing pipeline, which does not preserve anatomical structure information.
From: The impact of pre-processing techniques on deep learning breast image segmentation
Order | Parameter | 2D mammography models | 3D breast MRI models |
|---|---|---|---|
1st | Orientation | No standardization | No standardization |
2nd | Pixel Spacing | No standardization | No standardization |
3rd | Pixel intensity | Minimum–maximum, percentiles, Z-Score, Histogram Normalization | Minimum-Maximum, Percentiles, Z-Score, Histogram Normalization |
4th | Image Size | 256 × 256, 512 × 512, 1024 × 1024 256 × 448, 512 × 896, 1024 × 1792 | 256 × 256 × 64, 512 × 512 × 64 |
