Spaces:
Runtime error
Runtime error
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 @@
|
|
| 1 |
import cv2 as cv
|
| 2 |
import numpy as np
|
|
|
|
| 3 |
|
| 4 |
class GenerateIslands:
|
| 5 |
def __init__(self, indices_color_choices,):
|
|
@@ -14,6 +15,12 @@ class GenerateIslands:
|
|
| 14 |
self.island_fills = {}
|
| 15 |
for color_index in np.unique(indices_color_choices):
|
| 16 |
self.island_fills[color_index] = []
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 17 |
|
| 18 |
def _is_valid_shape(self, contours, hierarchy, total_area, area_perc_threshold,
|
| 19 |
arc_length_area_ratio_threshold):
|
|
@@ -64,14 +71,44 @@ class GenerateIslands:
|
|
| 64 |
area_perc_threshold = area_perc_threshold,
|
| 65 |
arc_length_area_ratio_threshold = arc_length_area_ratio_threshold
|
| 66 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 67 |
if is_valid_shape:
|
| 68 |
for cntr_id, contour in enumerate(contours):
|
| 69 |
area_fraction_perc = (cv.contourArea(contour) / total_area) * 100
|
| 70 |
if area_fraction_perc >= area_perc_threshold:
|
| 71 |
cv.drawContours(contours_image, contours, cntr_id, (0,255,0), 1)
|
|
|
|
|
|
|
| 72 |
|
| 73 |
# If the shape is not valid, return a blank image
|
| 74 |
-
return contours_image
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 75 |
|
| 76 |
|
| 77 |
def _get_islands_for_one_color(self, color_index, border_padding, area_perc_threshold,
|
|
@@ -90,12 +127,19 @@ class GenerateIslands:
|
|
| 90 |
|
| 91 |
|
| 92 |
# Get cleaned up contours
|
| 93 |
-
cleaned_up_contours = self._get_cleaned_up_contours(
|
| 94 |
island_fill = this_component,
|
| 95 |
area_perc_threshold = area_perc_threshold,
|
| 96 |
arc_length_area_ratio_threshold = arc_length_area_ratio_threshold
|
| 97 |
)
|
| 98 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 99 |
contour_border_coords = np.where(cleaned_up_contours == 0)
|
| 100 |
self.island_borders[color_index].append((color_index, contour_border_coords))
|
| 101 |
|
|
@@ -112,8 +156,11 @@ class GenerateIslands:
|
|
| 112 |
|
| 113 |
# Flatten the list of borders
|
| 114 |
island_borders_list = []
|
|
|
|
| 115 |
for color_id in self.island_borders:
|
| 116 |
-
|
| 117 |
-
|
|
|
|
|
|
|
| 118 |
|
| 119 |
-
return island_borders_list
|
|
|
|
| 1 |
import cv2 as cv
|
| 2 |
import numpy as np
|
| 3 |
+
from polylabel import polylabel
|
| 4 |
|
| 5 |
class GenerateIslands:
|
| 6 |
def __init__(self, indices_color_choices,):
|
|
|
|
| 15 |
self.island_fills = {}
|
| 16 |
for color_index in np.unique(indices_color_choices):
|
| 17 |
self.island_fills[color_index] = []
|
| 18 |
+
|
| 19 |
+
# Coordinate of centroids of islands
|
| 20 |
+
self.island_centroids = {}
|
| 21 |
+
for color_index in np.unique(indices_color_choices):
|
| 22 |
+
self.island_centroids[color_index] = []
|
| 23 |
+
|
| 24 |
|
| 25 |
def _is_valid_shape(self, contours, hierarchy, total_area, area_perc_threshold,
|
| 26 |
arc_length_area_ratio_threshold):
|
|
|
|
| 71 |
area_perc_threshold = area_perc_threshold,
|
| 72 |
arc_length_area_ratio_threshold = arc_length_area_ratio_threshold
|
| 73 |
)
|
| 74 |
+
|
| 75 |
+
contours_selected = []
|
| 76 |
+
hierarchy_selected = []
|
| 77 |
+
|
| 78 |
if is_valid_shape:
|
| 79 |
for cntr_id, contour in enumerate(contours):
|
| 80 |
area_fraction_perc = (cv.contourArea(contour) / total_area) * 100
|
| 81 |
if area_fraction_perc >= area_perc_threshold:
|
| 82 |
cv.drawContours(contours_image, contours, cntr_id, (0,255,0), 1)
|
| 83 |
+
contours_selected.append(contour)
|
| 84 |
+
hierarchy_selected.append(hierarchy[0][cntr_id])
|
| 85 |
|
| 86 |
# If the shape is not valid, return a blank image
|
| 87 |
+
return contours_image, \
|
| 88 |
+
contours_selected, \
|
| 89 |
+
np.array(hierarchy_selected)
|
| 90 |
+
|
| 91 |
+
|
| 92 |
+
def _get_centroid_for_island(self, contours, hierarchy):
|
| 93 |
+
if len(contours) == 0:
|
| 94 |
+
return np.array([np.nan, np.nan])
|
| 95 |
+
|
| 96 |
+
coordinates_for_polylabel = []
|
| 97 |
+
|
| 98 |
+
external_contours_ids = np.where(hierarchy[:,-1] == -1)[0]
|
| 99 |
+
for external_contour_id in external_contours_ids:
|
| 100 |
+
epsilon = 0.01 * cv.arcLength(contours[external_contour_id],True)
|
| 101 |
+
approx_contour = cv.approxPolyDP(contours[external_contour_id], epsilon, True)
|
| 102 |
+
coordinates_for_polylabel.append(approx_contour.squeeze())
|
| 103 |
+
|
| 104 |
+
holes_contours_ids = np.where(hierarchy[:,-1] != -1)[0]
|
| 105 |
+
for hole_contour_id in holes_contours_ids:
|
| 106 |
+
epsilon = 0.01 * cv.arcLength(contours[hole_contour_id],True)
|
| 107 |
+
approx_contour = cv.approxPolyDP(contours[hole_contour_id], epsilon, True)
|
| 108 |
+
coordinates_for_polylabel.append(approx_contour.squeeze())
|
| 109 |
+
|
| 110 |
+
centroid_coords = polylabel(coordinates_for_polylabel)
|
| 111 |
+
return [int(centroid_coords[0]), int(centroid_coords[1])]
|
| 112 |
|
| 113 |
|
| 114 |
def _get_islands_for_one_color(self, color_index, border_padding, area_perc_threshold,
|
|
|
|
| 127 |
|
| 128 |
|
| 129 |
# Get cleaned up contours
|
| 130 |
+
cleaned_up_contours, contours_selected, hierarchies_selected = self._get_cleaned_up_contours(
|
| 131 |
island_fill = this_component,
|
| 132 |
area_perc_threshold = area_perc_threshold,
|
| 133 |
arc_length_area_ratio_threshold = arc_length_area_ratio_threshold
|
| 134 |
)
|
| 135 |
|
| 136 |
+
# Get the centroid of the island
|
| 137 |
+
centroid_coords = self._get_centroid_for_island(
|
| 138 |
+
contours_selected,
|
| 139 |
+
hierarchies_selected
|
| 140 |
+
)
|
| 141 |
+
self.island_centroids[color_index].append(centroid_coords)
|
| 142 |
+
|
| 143 |
contour_border_coords = np.where(cleaned_up_contours == 0)
|
| 144 |
self.island_borders[color_index].append((color_index, contour_border_coords))
|
| 145 |
|
|
|
|
| 156 |
|
| 157 |
# Flatten the list of borders
|
| 158 |
island_borders_list = []
|
| 159 |
+
centroid_coords_list = []
|
| 160 |
for color_id in self.island_borders:
|
| 161 |
+
for idx, border_coords in enumerate(self.island_borders[color_id]):
|
| 162 |
+
if len(border_coords[1][0]) > 0:
|
| 163 |
+
island_borders_list.append(self.island_borders[color_id][idx])
|
| 164 |
+
centroid_coords_list.append(self.island_centroids[color_id][idx])
|
| 165 |
|
| 166 |
+
return island_borders_list, centroid_coords_list
|
colorbynumber/numbered_islands.py
CHANGED
|
@@ -8,7 +8,7 @@ def _get_centroid(coordinates):
|
|
| 8 |
return (int(np.mean(rows)), int(np.mean(cols)))
|
| 9 |
|
| 10 |
|
| 11 |
-
def _add_text_to_image(image, text, position, font_size=
|
| 12 |
"""Add text to an image.
|
| 13 |
|
| 14 |
Args:
|
|
@@ -22,8 +22,7 @@ def _add_text_to_image(image, text, position, font_size=1, font_color=(0, 0, 0))
|
|
| 22 |
"""
|
| 23 |
font = cv2.FONT_HERSHEY_SIMPLEX
|
| 24 |
font_scale = font_size
|
| 25 |
-
font_thickness =
|
| 26 |
-
position = (position[1], position[0])
|
| 27 |
return cv2.putText(
|
| 28 |
image,
|
| 29 |
text,
|
|
@@ -36,7 +35,9 @@ def _add_text_to_image(image, text, position, font_size=1, font_color=(0, 0, 0))
|
|
| 36 |
)
|
| 37 |
|
| 38 |
|
| 39 |
-
def create_numbered_islands(islands, image_shape,
|
|
|
|
|
|
|
| 40 |
padding=2, show_numbers=True, binary = False):
|
| 41 |
"""Create a new image with the islands numbered.
|
| 42 |
|
|
@@ -52,12 +53,15 @@ def create_numbered_islands(islands, image_shape, border_color=[0, 0, 0],
|
|
| 52 |
numbered_islands = np.ones((width + padding*2, height + padding*2, channels),
|
| 53 |
dtype=np.uint8) * 255
|
| 54 |
|
| 55 |
-
for color_id, island_coordinates in islands:
|
| 56 |
numbered_islands[island_coordinates] = border_color
|
| 57 |
|
| 58 |
# Add the number to the centroid of the island
|
| 59 |
if show_numbers:
|
| 60 |
-
|
|
|
|
|
|
|
|
|
|
| 61 |
if not np.isnan(centroid).any():
|
| 62 |
numbered_islands = _add_text_to_image(
|
| 63 |
numbered_islands,
|
|
|
|
| 8 |
return (int(np.mean(rows)), int(np.mean(cols)))
|
| 9 |
|
| 10 |
|
| 11 |
+
def _add_text_to_image(image, text, position, font_size=0.5, font_color=(0, 0, 0)):
|
| 12 |
"""Add text to an image.
|
| 13 |
|
| 14 |
Args:
|
|
|
|
| 22 |
"""
|
| 23 |
font = cv2.FONT_HERSHEY_SIMPLEX
|
| 24 |
font_scale = font_size
|
| 25 |
+
font_thickness = 2
|
|
|
|
| 26 |
return cv2.putText(
|
| 27 |
image,
|
| 28 |
text,
|
|
|
|
| 35 |
)
|
| 36 |
|
| 37 |
|
| 38 |
+
def create_numbered_islands(islands, image_shape,
|
| 39 |
+
centroid_coords_list = None,
|
| 40 |
+
border_color=[0, 0, 0],
|
| 41 |
padding=2, show_numbers=True, binary = False):
|
| 42 |
"""Create a new image with the islands numbered.
|
| 43 |
|
|
|
|
| 53 |
numbered_islands = np.ones((width + padding*2, height + padding*2, channels),
|
| 54 |
dtype=np.uint8) * 255
|
| 55 |
|
| 56 |
+
for idx, (color_id, island_coordinates) in enumerate(islands):
|
| 57 |
numbered_islands[island_coordinates] = border_color
|
| 58 |
|
| 59 |
# Add the number to the centroid of the island
|
| 60 |
if show_numbers:
|
| 61 |
+
if centroid_coords_list:
|
| 62 |
+
centroid = centroid_coords_list[idx]
|
| 63 |
+
else:
|
| 64 |
+
centroid = _get_centroid(island_coordinates)
|
| 65 |
if not np.isnan(centroid).any():
|
| 66 |
numbered_islands = _add_text_to_image(
|
| 67 |
numbered_islands,
|