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add data download link and labeller tool
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import sys | ||
import csv | ||
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def main(argv): | ||
# print ('Number of arguments:', len(argv), 'arguments.') | ||
# print ('Argument List:', str(argv)) | ||
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output_dir = '/Users/Aaron/projects/solarpanel/data/rooftop_with_solar_array/' | ||
output_csv_path = output_dir + 'rooftop_positive_dataset.csv' | ||
output_csv_header = ['id', 'location', 'location_id', 'label'] | ||
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with open(output_csv_path, 'a') as output_csv_file: | ||
writer = csv.DictWriter(output_csv_file, fieldnames=output_csv_header) | ||
writer.writeheader() | ||
output_csv_file.close() | ||
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origin_rooftop_csv_dir = '/Users/Aaron/projects/solarpanel/data/origin_rooftop_csv/' | ||
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for location_id in range(1,11): | ||
current_origin_rooftop_csv_path = origin_rooftop_csv_dir + 'house' + str(location_id) + '.csv' | ||
print(current_origin_rooftop_csv_path) | ||
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with open(current_origin_rooftop_csv_path, newline='') as current_origin_rooftop_csv_file: | ||
reader = csv.DictReader(current_origin_rooftop_csv_file) | ||
for row in reader: | ||
if row['label'] == '0': | ||
continue | ||
output_row = {} | ||
output_row['id'] = row['id'] | ||
output_row['location'] = row['location'] | ||
output_row['location_id'] = str(location_id) | ||
output_row['label'] = row['label'] | ||
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with open(output_csv_path, 'a') as output_csv_file: | ||
writer = csv.writer(output_csv_file) | ||
writer.writerow([output_row['id'], output_row['location'], output_row['location_id'], output_row['label']]) | ||
output_csv_file.close() | ||
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current_origin_rooftop_csv_file.close() | ||
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if __name__ == "__main__": | ||
main(sys.argv[1:]) |
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astroid==2.3.3 | ||
isort==4.3.21 | ||
lazy-object-proxy==1.4.3 | ||
mccabe==0.6.1 | ||
numpy==1.18.1 | ||
opencv-python==4.1.2.30 | ||
pylint==2.4.4 | ||
six==1.14.0 | ||
wrapt==1.11.2 |
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import numpy as np | ||
import cv2 | ||
import sys | ||
import csv | ||
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import os.path as path | ||
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outline_list = [] | ||
current_outline = [] | ||
current_row = {} | ||
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def save_solar_polygon(solar_polygon): | ||
global output_csv_path | ||
global current_row | ||
print('polygon to save: ' + str(solar_polygon)) | ||
with open(output_csv_path, 'a') as output_csv_file: | ||
output_row = {} | ||
# roof_id, outline_nodes, parameters, groundtruth, solar_outline | ||
output_row['roof_id'] = current_row['roof_id'] | ||
output_row['outline_nodes'] = current_row['outline_nodes'] | ||
output_row['parameters'] = current_row['parameters'] | ||
output_row['groundtruth'] = current_row['groundtruth'] | ||
output_row['solar_outline'] = solar_polygon | ||
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writer = csv.writer(output_csv_file) | ||
writer.writerow([output_row['roof_id'], output_row['outline_nodes'], output_row['parameters'], output_row['groundtruth'], output_row['solar_outline']]) | ||
output_csv_file.close() | ||
print('saved') | ||
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def hotkey(): | ||
global tile_id | ||
global outline_list | ||
global current_outline | ||
global current_row | ||
global total_labeled_counter | ||
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KEY_TRUE = ord('t') | ||
KEY_FALSE = ord('f') | ||
KEY_UNDO = ord('u') | ||
KEY_CLEAN = ord('c') | ||
KEY_NEXT = ord('n') | ||
KEY_SAVE = ord('s') | ||
KEY_QUIT = ord('q') | ||
KEY_INFO = ord('i') | ||
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key = cv2.waitKey(0) | ||
if key == KEY_TRUE: | ||
current_row['groundtruth'] = True | ||
print('*** TRUE: has solar array') | ||
hotkey() | ||
elif key == KEY_FALSE: | ||
current_row['groundtruth'] = False | ||
print('*** FALSE: has NO solar array') | ||
hotkey() | ||
elif key == KEY_UNDO: | ||
print('*** Undo') | ||
if len(current_outline) >= 1: | ||
del current_outline[-1] | ||
print(current_outline) | ||
hotkey() | ||
elif key == KEY_CLEAN: | ||
print('*** Clean') | ||
current_outline = [] | ||
print(current_outline) | ||
hotkey() | ||
elif key == KEY_NEXT: | ||
if len(current_outline) > 0: | ||
outline_list.append(current_outline) | ||
print(outline_list) | ||
print('*** Mark next outline') | ||
current_outline = [] | ||
print(current_outline) | ||
hotkey() | ||
elif key == KEY_SAVE: | ||
print('*** Save') | ||
total_labeled_counter += 1 | ||
if len(current_outline) > 0: | ||
outline_list.append(current_outline) | ||
current_outline = [] | ||
# if len(outline_list) <= 0: | ||
# outline_list | ||
if len(outline_list) > 0: | ||
current_row['groundtruth'] = True | ||
save_solar_polygon(outline_list) | ||
cv2.destroyAllWindows() | ||
elif key == KEY_QUIT: | ||
print(f'Last unfinished tile: {tile_id}') | ||
print(f'You have totally labeled {total_labeled_counter} roofs this time.') | ||
print('*** Quit solar marker') | ||
exit() | ||
elif key == KEY_INFO: | ||
print('*** Current Rooftop Info:') | ||
print(current_row) | ||
hotkey() | ||
else: | ||
print('*** Undefined key') | ||
hotkey() | ||
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def onMouse(event, x, y, flags, param): | ||
global current_outline | ||
if event == cv2.EVENT_LBUTTONDOWN: | ||
click_point = (x, y) | ||
current_outline.append(click_point) | ||
print('*** Add point: ' + str(click_point)) | ||
print(current_outline) | ||
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def main(argv): | ||
# print ('Number of arguments:', len(argv), 'arguments.') | ||
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global outline_list | ||
global current_outline | ||
global output_csv_path | ||
global current_row | ||
global tile_id | ||
global total_labeled_counter | ||
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tile_id = str(argv[0]) | ||
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if not(int(tile_id) >= 0 and int(tile_id) < 6400): | ||
print('Error: Tile id is out of range.') | ||
exit() | ||
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workspace_path = '' | ||
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mass_osm_path = f'{workspace_path}data/Mass_osm_information.csv' | ||
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mass_osm_reader = None | ||
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total_labeled_counter = 0 | ||
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with open(mass_osm_path, newline='') as mass_osm_file: | ||
mass_osm_reader = csv.DictReader(mass_osm_file) | ||
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for row in mass_osm_reader: | ||
number_of_roof = int(row['number_roof']) | ||
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current_mass_osm_tile_id = row['id'] | ||
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if int(current_mass_osm_tile_id) < int(tile_id) or number_of_roof <= 0: | ||
continue | ||
else: | ||
tile_id = current_mass_osm_tile_id | ||
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print(f'*** Start Labelling tile: {str(tile_id)} ***') | ||
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output_csv_path = f'{workspace_path}output/{tile_id}_groundtruth.csv' | ||
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rooftop_img_dir = f'{workspace_path}data/rooftop/{tile_id}/' | ||
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rooftop_csv_dir = f'{workspace_path}data/osm_parsed/' | ||
rooftop_csv_path = f'{rooftop_csv_dir}{tile_id}.csv' | ||
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if not path.exists(rooftop_csv_path): | ||
# print(rooftop_csv_path) | ||
print(f'Tile {tile_id} csv file does not exist.') | ||
exit() | ||
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last_row_of_output = None | ||
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continued_work = False | ||
skipped = False | ||
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if path.exists(output_csv_path): | ||
continued_work = True | ||
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# Get las row of output csv file | ||
if continued_work: | ||
with open(output_csv_path, newline='') as output_csv_file: | ||
reader = csv.DictReader(output_csv_file) | ||
for row in reader: | ||
last_row_of_output = row['roof_id'] | ||
output_csv_file.close() | ||
print('This is a continued work.') | ||
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if not continued_work: | ||
output_csv_header = ['roof_id', 'outline_nodes', 'parameters', 'groundtruth', 'solar_outline'] | ||
with open(output_csv_path, 'a') as output_csv_file: | ||
writer = csv.DictWriter(output_csv_file, fieldnames=output_csv_header) | ||
writer.writeheader() | ||
output_csv_file.close() | ||
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print(f'Start labelling tile: {rooftop_csv_path}.') | ||
roof_counter_of_current_tile = 0 | ||
with open(rooftop_csv_path, newline='') as rooftop_csv_file: | ||
reader = csv.DictReader(rooftop_csv_file) | ||
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for row in reader: | ||
roof_counter_of_current_tile += 1 | ||
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if continued_work and last_row_of_output is not None: | ||
if not skipped: | ||
if last_row_of_output != row['roof_id']: | ||
continue | ||
elif last_row_of_output == row['roof_id']: | ||
skipped = True | ||
continue | ||
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outline_list = [] | ||
current_outline = [] | ||
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current_row = row | ||
current_row['groundtruth'] = False | ||
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rooftop_img_file_name = row['roof_id'] + '.png' | ||
print(f'Labelling {rooftop_img_file_name}... ({roof_counter_of_current_tile}/{number_of_roof})') | ||
img_path = rooftop_img_dir + rooftop_img_file_name | ||
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if not path.exists(img_path): | ||
print(f'Error: Rooftop image {img_path} is not exist!') | ||
exit() | ||
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img = cv2.imread(img_path) | ||
window_name = row['roof_id'] | ||
cv2.namedWindow(window_name) | ||
cv2.moveWindow(window_name, 20, 20) | ||
cv2.imshow(window_name, img) | ||
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cv2.setMouseCallback(row['roof_id'], onMouse) | ||
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hotkey() | ||
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rooftop_csv_file.close() | ||
mass_osm_file.close() | ||
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if __name__ == "__main__": | ||
main(sys.argv[1:]) |
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