Table 6.
Operations involved in the MoCo pre-training.
Operation | Parameters |
---|---|
Horizontal and vertical flipping | – |
Random rotations | 90, 180, 270 degress |
Hue saturation value | Hue_limit (−20, 20), Saturation_limit (−30, 20), Value limit (−20, 20) |
RGBShift | R_shift (−20,10), G_shift (−20, 10), B_shift (−20, 10), |
CLAHE | Clip_limit = 1.0, tile_grid_size = (4,4) |
Random brightness | Limit = 0.2 |
Random contrast | Limit = 0.2 |
Gaussian noise | Limit (10, 50), mean = 0 |
Elastic transformation | Alpha = 1, sigma = 30, alpha_affine = 30 |
Grid distorsion | Num_steps = 3, distort limit = 0.3 |
GlassBlur | Sigma = 0.1, max_delta = 1, iterations = 1 |
Optical distorsion | distort limit = 0.3, shift_limit = 0.3 |