Collection of useful augmentation transforms.
icevision_aug_tfms(
size,
presize = NULL,
horizontal_flip = icevision_HorizontalFlip(always_apply = FALSE, p = 0.5),
shift_scale_rotate = icevision_ShiftScaleRotate(always_apply = FALSE, p = 0.5,
shift_limit_x = c(-0.0625, 0.0625), shift_limit_y = c(-0.0625, 0.0625), scale_limit =
c(-0.1, 0.1), rotate_limit = c(-45, 45), interpolation = 1, border_mode = 4, value =
NULL, mask_value = NULL),
rgb_shift = icevision_RGBShift(always_apply = FALSE, p = 0.5, r_shift_limit = c(-20,
20), g_shift_limit = c(-20, 20), b_shift_limit = c(-20, 20)),
lightning = icevision_RandomBrightnessContrast(always_apply = FALSE, p = 0.5,
brightness_limit = c(-0.2, 0.2), contrast_limit = c(-0.2, 0.2), brightness_by_max =
TRUE),
blur = icevision_Blur(always_apply = FALSE, p = 0.5, blur_limit = c(1, 3)),
crop_fn = partial(icevision_RandomSizedBBoxSafeCrop, p = 0.5),
pad = partial(icevision_PadIfNeeded, border_mode = 0, value = list(124, 116, 104))
)The final size of the image. If an `int` is given, the maximum size of the image is rescaled, maintaing aspect ratio. If a `list` is given, the image is rescaled to have that exact size (height, width).
presize
Flip around the y-axis. If `NULL` this transform is not applied.
Randomly shift, scale, and rotate. If `NULL` this transform is not applied.
Randomly shift values for each channel of RGB image. If `NULL` this transform is not applied.
Randomly changes Brightness and Contrast. If `NULL` this transform is not applied.
Randomly blur the image. If `NULL` this transform is not applied.
Randomly crop the image. If `NULL` this transform is not applied. Use `partial` to saturate other parameters of the class.
Pad the image to `size`, squaring the image if `size` is an `int`. If `NULL` this transform is not applied. Use `partial` to sature other parameters of the class.
None