def do_preprocess(self, img):
x = np.copy(img)
if self.properties["autocrop"]["enabled"]:
x = preprocess.autocrop(x)
if x is None:
return None
x = preprocess.blur(
x, gaussian_blur=self.properties["gaussian_blur"], median_blur=self.properties["median_blur"]
)
if self.properties["grey"]["enabled"]:
x = preprocess.grey(x)
if self.properties["resize"]["enabled"]:
x = preprocess.resize(x, (self.properties["resize"]["width"], self.properties["resize"]["height"]))
elif self.properties["scale_max"]["enabled"]:
x = preprocess.scale_max(x, self.properties["scale_max"]["width"], self.properties["scale_max"]["height"])
if self.properties["convert_to_matrix_colors"]["enabled"]:
(matrix, cluster_centers_, labels, background_label) = improc.color.Matrix_scikit_kmeans(
x, self.properties["convert_to_matrix_colors"]["number_of_colors"]
)
x = improc.color.Image_from_matrix(
matrix,
self.properties["convert_to_matrix_colors"]["height"],
self.properties["convert_to_matrix_colors"]["width"],
)
return x
def do_preprocess(self, img):
x = np.copy(img)
if x is not None and self.properties["autocrop"]["enabled"]:
x = preprocess.autocrop(x)
if x is not None:
x = preprocess.blur(
x, gaussian_blur=self.properties["gaussian_blur"], median_blur=self.properties["median_blur"]
)
if x is not None and self.properties["grey"]["enabled"]:
x = preprocess.grey(x)
if x is not None and self.properties["bitwise"]["enabled"]:
x = preprocess.bitwise(x)
if x is not None and self.properties["canny"]["enabled"]:
x = preprocess.canny(x, self.properties["canny"]["threshold1"], self.properties["canny"]["threshold2"])
if x is not None and self.properties["laplacian"]["enabled"]:
x = preprocess.laplacian(x)
if x is not None and self.properties["thresh"]["enabled"]:
x = preprocess.thresh(x)
if x is not None and self.properties["closing"]["enabled"]:
x = preprocess.closing(x, self.properties["closing"]["width"], self.properties["closing"]["height"])
if x is not None and self.properties["dilate"]["enabled"]:
x = preprocess.dilate(
x,
self.properties["dilate"]["width"],
self.properties["dilate"]["height"],
self.properties["dilate"]["iterations"],
)
if x is not None and self.properties["outline_contour"]["enabled"]:
x = preprocess.outline_contour(x)
if x is not None and self.properties["resize"]["enabled"]:
x = preprocess.resize(x, (self.properties["resize"]["width"], self.properties["resize"]["height"]))
elif x is not None and self.properties["scale_max"]["enabled"]:
x = preprocess.scale_max(x, self.properties["scale_max"]["width"], self.properties["scale_max"]["height"])
if x is not None and self.properties["add_border"]["enabled"]:
x = preprocess.add_border(
x,
border_size=self.properties["add_border"]["border_size"],
color_value=self.properties["add_border"]["color_value"],
fill_dimensions=self.properties["add_border"]["fill_dimensions"],
)
return x
def do_preprocess(self, img):
x = np.copy(img)
if self.properties["autocrop"]["enabled"]:
x = preprocess.autocrop(x)
if x is None:
return None
x = preprocess.blur(
x,
gaussian_blur=self.properties["gaussian_blur"],
median_blur=self.properties["median_blur"]
)
if self.properties["grey"]["enabled"]:
x = preprocess.grey(x)
if self.properties["resize"]["enabled"]:
x = preprocess.resize(
x,
(
self.properties["resize"]["width"],
self.properties["resize"]["height"]
)
)
elif self.properties["scale_max"]["enabled"]:
x = preprocess.scale_max(
x,
self.properties["scale_max"]["width"],
self.properties["scale_max"]["height"]
)
if self.properties["convert_to_matrix_colors"]["enabled"]:
(
matrix, cluster_centers_, labels, background_label
) = improc.color.Matrix_scikit_kmeans(
x,
self.properties["convert_to_matrix_colors"]["number_of_colors"]
)
x = improc.color.Image_from_matrix(
matrix,
self.properties["convert_to_matrix_colors"]["height"],
self.properties["convert_to_matrix_colors"]["width"]
)
return x
def do_preprocess(self, img):
x = np.copy(img)
if x is not None and self.properties["autocrop"]["enabled"]:
x = preprocess.autocrop(x)
if x is not None:
x = preprocess.blur(
x,
gaussian_blur=self.properties["gaussian_blur"],
median_blur=self.properties["median_blur"]
)
if x is not None and self.properties["grey"]["enabled"]:
x = preprocess.grey(x)
if x is not None and self.properties["bitwise"]["enabled"]:
x = preprocess.bitwise(x)
if x is not None and self.properties["canny"]["enabled"]:
x = preprocess.canny(
x,
self.properties["canny"]["threshold1"],
self.properties["canny"]["threshold2"]
)
if x is not None and self.properties["laplacian"]["enabled"]:
x = preprocess.laplacian(x)
if x is not None and self.properties["thresh"]["enabled"]:
x = preprocess.thresh(x)
if x is not None and self.properties["closing"]["enabled"]:
x = preprocess.closing(
x,
self.properties["closing"]["width"],
self.properties["closing"]["height"]
)
if x is not None and self.properties["dilate"]["enabled"]:
x = preprocess.dilate(
x,
self.properties["dilate"]["width"],
self.properties["dilate"]["height"],
self.properties["dilate"]["iterations"]
)
if x is not None and self.properties["outline_contour"]["enabled"]:
x = preprocess.outline_contour(x)
if x is not None and self.properties["resize"]["enabled"]:
x = preprocess.resize(
x,
(
self.properties["resize"]["width"],
self.properties["resize"]["height"]
)
)
elif x is not None and self.properties["scale_max"]["enabled"]:
x = preprocess.scale_max(
x,
self.properties["scale_max"]["width"],
self.properties["scale_max"]["height"]
)
if x is not None and self.properties["add_border"]["enabled"]:
x = preprocess.add_border(
x,
border_size=self.properties["add_border"]["border_size"],
color_value=self.properties["add_border"]["color_value"],
fill_dimensions=self.properties["add_border"]["fill_dimensions"]
)
return x