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Running
Sagar Bharadwaj
commited on
Commit
·
68b9a41
1
Parent(s):
5461b2c
Added centroid calculation using polylabel
Browse files
colorbynumber/gen_islands.py
CHANGED
@@ -1,5 +1,6 @@
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import cv2 as cv
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import numpy as np
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class GenerateIslands:
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def __init__(self, indices_color_choices,):
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@@ -14,6 +15,12 @@ class GenerateIslands:
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self.island_fills = {}
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for color_index in np.unique(indices_color_choices):
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self.island_fills[color_index] = []
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def _is_valid_shape(self, contours, hierarchy, total_area, area_perc_threshold,
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arc_length_area_ratio_threshold):
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@@ -64,14 +71,44 @@ class GenerateIslands:
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area_perc_threshold = area_perc_threshold,
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arc_length_area_ratio_threshold = arc_length_area_ratio_threshold
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)
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if is_valid_shape:
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for cntr_id, contour in enumerate(contours):
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area_fraction_perc = (cv.contourArea(contour) / total_area) * 100
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if area_fraction_perc >= area_perc_threshold:
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cv.drawContours(contours_image, contours, cntr_id, (0,255,0), 1)
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# If the shape is not valid, return a blank image
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return contours_image
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def _get_islands_for_one_color(self, color_index, border_padding, area_perc_threshold,
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@@ -90,12 +127,19 @@ class GenerateIslands:
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# Get cleaned up contours
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cleaned_up_contours = self._get_cleaned_up_contours(
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island_fill = this_component,
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area_perc_threshold = area_perc_threshold,
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arc_length_area_ratio_threshold = arc_length_area_ratio_threshold
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)
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contour_border_coords = np.where(cleaned_up_contours == 0)
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self.island_borders[color_index].append((color_index, contour_border_coords))
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@@ -112,8 +156,11 @@ class GenerateIslands:
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# Flatten the list of borders
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island_borders_list = []
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for color_id in self.island_borders:
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-
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return island_borders_list
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import cv2 as cv
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import numpy as np
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from polylabel import polylabel
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class GenerateIslands:
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def __init__(self, indices_color_choices,):
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self.island_fills = {}
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for color_index in np.unique(indices_color_choices):
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self.island_fills[color_index] = []
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# Coordinate of centroids of islands
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self.island_centroids = {}
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for color_index in np.unique(indices_color_choices):
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self.island_centroids[color_index] = []
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def _is_valid_shape(self, contours, hierarchy, total_area, area_perc_threshold,
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arc_length_area_ratio_threshold):
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area_perc_threshold = area_perc_threshold,
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arc_length_area_ratio_threshold = arc_length_area_ratio_threshold
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)
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contours_selected = []
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hierarchy_selected = []
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if is_valid_shape:
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for cntr_id, contour in enumerate(contours):
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area_fraction_perc = (cv.contourArea(contour) / total_area) * 100
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if area_fraction_perc >= area_perc_threshold:
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cv.drawContours(contours_image, contours, cntr_id, (0,255,0), 1)
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contours_selected.append(contour)
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hierarchy_selected.append(hierarchy[0][cntr_id])
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# If the shape is not valid, return a blank image
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return contours_image, \
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contours_selected, \
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np.array(hierarchy_selected)
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def _get_centroid_for_island(self, contours, hierarchy):
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if len(contours) == 0:
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return np.array([np.nan, np.nan])
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coordinates_for_polylabel = []
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external_contours_ids = np.where(hierarchy[:,-1] == -1)[0]
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for external_contour_id in external_contours_ids:
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epsilon = 0.01 * cv.arcLength(contours[external_contour_id],True)
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approx_contour = cv.approxPolyDP(contours[external_contour_id], epsilon, True)
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coordinates_for_polylabel.append(approx_contour.squeeze())
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holes_contours_ids = np.where(hierarchy[:,-1] != -1)[0]
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for hole_contour_id in holes_contours_ids:
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epsilon = 0.01 * cv.arcLength(contours[hole_contour_id],True)
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approx_contour = cv.approxPolyDP(contours[hole_contour_id], epsilon, True)
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coordinates_for_polylabel.append(approx_contour.squeeze())
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centroid_coords = polylabel(coordinates_for_polylabel)
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return [int(centroid_coords[0]), int(centroid_coords[1])]
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def _get_islands_for_one_color(self, color_index, border_padding, area_perc_threshold,
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# Get cleaned up contours
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cleaned_up_contours, contours_selected, hierarchies_selected = self._get_cleaned_up_contours(
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island_fill = this_component,
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area_perc_threshold = area_perc_threshold,
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arc_length_area_ratio_threshold = arc_length_area_ratio_threshold
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)
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# Get the centroid of the island
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centroid_coords = self._get_centroid_for_island(
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contours_selected,
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hierarchies_selected
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)
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self.island_centroids[color_index].append(centroid_coords)
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contour_border_coords = np.where(cleaned_up_contours == 0)
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self.island_borders[color_index].append((color_index, contour_border_coords))
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# Flatten the list of borders
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island_borders_list = []
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centroid_coords_list = []
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for color_id in self.island_borders:
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for idx, border_coords in enumerate(self.island_borders[color_id]):
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if len(border_coords[1][0]) > 0:
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island_borders_list.append(self.island_borders[color_id][idx])
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centroid_coords_list.append(self.island_centroids[color_id][idx])
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return island_borders_list, centroid_coords_list
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colorbynumber/numbered_islands.py
CHANGED
@@ -8,7 +8,7 @@ def _get_centroid(coordinates):
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return (int(np.mean(rows)), int(np.mean(cols)))
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def _add_text_to_image(image, text, position, font_size=
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"""Add text to an image.
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Args:
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"""
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font = cv2.FONT_HERSHEY_SIMPLEX
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font_scale = font_size
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font_thickness =
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position = (position[1], position[0])
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return cv2.putText(
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image,
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text,
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@@ -36,7 +35,9 @@ def _add_text_to_image(image, text, position, font_size=1, font_color=(0, 0, 0))
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)
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def create_numbered_islands(islands, image_shape,
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padding=2, show_numbers=True, binary = False):
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"""Create a new image with the islands numbered.
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numbered_islands = np.ones((width + padding*2, height + padding*2, channels),
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dtype=np.uint8) * 255
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for color_id, island_coordinates in islands:
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numbered_islands[island_coordinates] = border_color
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# Add the number to the centroid of the island
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if show_numbers:
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if not np.isnan(centroid).any():
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numbered_islands = _add_text_to_image(
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numbered_islands,
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return (int(np.mean(rows)), int(np.mean(cols)))
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def _add_text_to_image(image, text, position, font_size=0.5, font_color=(0, 0, 0)):
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"""Add text to an image.
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Args:
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"""
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font = cv2.FONT_HERSHEY_SIMPLEX
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font_scale = font_size
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font_thickness = 2
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return cv2.putText(
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image,
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text,
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)
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def create_numbered_islands(islands, image_shape,
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centroid_coords_list = None,
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border_color=[0, 0, 0],
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padding=2, show_numbers=True, binary = False):
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"""Create a new image with the islands numbered.
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numbered_islands = np.ones((width + padding*2, height + padding*2, channels),
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dtype=np.uint8) * 255
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for idx, (color_id, island_coordinates) in enumerate(islands):
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numbered_islands[island_coordinates] = border_color
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# Add the number to the centroid of the island
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if show_numbers:
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if centroid_coords_list:
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centroid = centroid_coords_list[idx]
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else:
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centroid = _get_centroid(island_coordinates)
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if not np.isnan(centroid).any():
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numbered_islands = _add_text_to_image(
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numbered_islands,
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