def __init__(self):
super(ComplexExamplePipeline, self).__init__()
self.seq1 = aug.Sequential(
self.affine_ops(),
aug.Choice(
aug.Stretch(p=.5,
x_scale=aug.uniform(.25, .5),
y_scale=aug.uniform(.25, .5)),
aug.Rotation(p=.5, angle=aug.truncnorm(0., 5., 5., 10.))),
aug.GaussianBlur(p=1),
)
self.seq2 = aug.Sequential(aug.GaussianBlur(p=1),
aug.GaussianBlur(p=1))
def __init__(self):
super().__init__()
self.seq = aug.Choice(
aug.MedianBlur(p=1., ksize_norm=aug.uniform(0., .006)),
aug.GaussianBlur(p=1.,
ksize_norm=aug.uniform(.0, .05),
sigma=aug.uniform(1, 5)),
aug.MotionBlur(p=1., ksize_norm=aug.uniform(.01, .04)),
aug.Choice(
aug.VariableBlur(p=1.,
ksize_norm=aug.uniform(.015, .005),
modes=('linear', )),
aug.VariableBlur(p=1.,
ksize_norm=aug.uniform(.01, .005),
modes=('radial', ))))
def blurs():
generate_gif("op_median_blur", [
aug.MedianBlur(ksize_norm=i / 100.).apply(aug.Sample(
lena.copy())).image for i in range(6)
])
generate_gif("op_motion_blur", [
aug.MotionBlur(ksize_norm=.08).apply(aug.Sample(lena.copy())).image
for _ in range(6)
])
generate_gif("op_gaussian_blur", [
aug.GaussianBlur(ksize_norm=i / 100.).apply(aug.Sample(
lena.copy())).image for i in range(6)
])
generate_gif("op_variable_blur", [
aug.VariableBlur(ksize_norm=.4, modes=('radial', 'linear')).apply(
aug.Sample(lena.copy())).image for i in range(6)
])
aug.CameraFlare(),
aug.HaloEffect(),
aug.Smudges(),
aug.HorizontalFlip(),
aug.VerticalFlip(),
aug.Stretch(),
aug.Transposition(),
aug.BlendWithRandomImage(),
aug.RandomRadialDirt(),
aug.RandomShapeShadow(),
aug.RandomCurveContour(),
aug.Erosion(),
aug.Dilation(),
aug.RandomEdge(),
aug.Pixelize(),
aug.GaussianBlur(),
aug.MedianBlur(),
aug.VariableBlur(),
aug.MotionBlur(),
]
def show(img):
cv2.imshow('lena.jpg', img)
cv2.waitKey()
cv2.destroyAllWindows()
def main():
img = cv2.imread('lena.jpg')
results = {}
def __init__(self):
super(SimpleExample, self).__init__()
self.seq = aug.Sequential(
aug.Rotation(p=.5, angle=90),
aug.GaussianBlur(p=1.),
)