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from matplotlib.collections import PatchCollection | |
from matplotlib.patches import Polygon | |
import matplotlib.pyplot as plt | |
import numpy as np | |
############################################################################### | |
def plot_all_transforms(input_image, pixel_coords, mask_image, dist_image, | |
figsize=(8,8), plot_name='', add_global_title=False, | |
colorbar=False, add_titles=False, | |
poly_face_color='orange', poly_edge_color='red', | |
poly_nofill_color='blue', cmap='bwr'): | |
'''Explore all transforms''' | |
fig, (ax0, ax1, ax2, ax3) = plt.subplots(1, 4, | |
figsize=(4*figsize[0], figsize[1])) | |
#fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(2*figsize[0], figsize[1])) | |
if add_global_title: | |
suptitle = fig.suptitle(plot_name.split('/')[-1], fontsize='large') | |
# create patches | |
patches = [] | |
patches_nofill = [] | |
if len(pixel_coords) > 0: | |
# get patches | |
for coord in pixel_coords: | |
patches_nofill.append(Polygon(coord, facecolor=poly_nofill_color, | |
edgecolor=poly_edge_color, lw=3)) | |
patches.append(Polygon(coord, edgecolor=poly_edge_color, fill=True, | |
facecolor=poly_face_color)) | |
p0 = PatchCollection(patches, alpha=0.25, match_original=True) | |
p1 = PatchCollection(patches, alpha=0.75, match_original=True) | |
p2 = PatchCollection(patches_nofill, alpha=0.75, match_original=True) | |
#if len(patches) > 0: | |
# p0 = PatchCollection(patches, alpha=0.25, match_original=True) | |
# p1 = PatchCollection(patches, alpha=0.75, match_original=True) | |
# ax0: raw image | |
ax0.imshow(input_image) | |
if len(patches) > 0: | |
ax0.add_collection(p0) | |
if add_titles: | |
ax0.set_title('Input Image + Ground Truth Buildings') | |
# truth polygons | |
zero_arr = np.zeros(input_image.shape[:2]) | |
# set background to white? | |
#zero_arr[zero_arr == 0.0] = np.nan | |
ax1.imshow(zero_arr, cmap=cmap) | |
if len(patches) > 0: | |
ax1.add_collection(p2) | |
if add_titles: | |
ax1.set_title('Ground Truth Building Polygons') | |
# mask | |
ax2.imshow(mask_image, cmap=cmap) | |
# truth polygons? | |
#if len(patches) > 0: | |
# ax1.add_collection(p1) | |
if add_titles: | |
ax2.set_title('Ground Truth Building Mask') | |
# distance transform | |
cbar_pointer = ax3.imshow(dist_image) | |
# overlay buildings on distance transform? | |
#if len(patches) > 0: | |
# ax3.add_collection(p1) | |
if add_titles: | |
#mind, maxd = np.round(np.min(dist_image),2), \ | |
# np.round(np.max(dist_image),2) | |
#dist_suffix = ""#" (min=" + str(mind) + ", max=" + str(maxd) + ")" | |
#ax3.set_title("Yuan 2016 Distance Transform" + dist_suffix) | |
ax3.set_title("Ground Truth Polygons Overlaid on Distance Transform") | |
if colorbar: | |
#from mpl_toolkits.axes_grid1 import make_axes_locatable | |
#divider = make_axes_locatable(ax2) | |
#cax = divider.append_axes('right', size='5%', pad=0.05) | |
#fig.colorbar(cbar_pointer, cax=cax, orientation='vertical') | |
left, bottom, width, height = [0.38, 0.85, 0.24, 0.03] | |
cax = fig.add_axes([left, bottom, width, height]) | |
fig.colorbar(cbar_pointer, cax=cax, orientation='horizontal') | |
#plt.axis('off') | |
plt.tight_layout() | |
if add_global_title: | |
suptitle.set_y(0.95) | |
fig.subplots_adjust(top=0.96) | |
#plt.show() | |
if len(plot_name) > 0: | |
plt.savefig(plot_name) | |
return |
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