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          October 4, 2019 21:21 
        
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  | #!/usr/bin/env python3 | |
| # -*- coding: utf-8 -*- | |
| """ | |
| Created on Thu Oct 3 10:46:28 2019 | |
| @author: shino | |
| """ | |
| from shapely import wkt | |
| import json | |
| import pylab as plt | |
| import numpy as np | |
| from matplotlib.path import Path | |
| from PIL import Image | |
| import os | |
| width, height=1024, 1024 | |
| path = "/Volumes/Untitled/train/labels/" | |
| outpath= "/Volumes/Untitled/train/masks/" | |
| files = os.listdir(path) | |
| for filename in files: | |
| finalgt = np.zeros((width, height)) | |
| damage = 255 | |
| if(filename[0] == "."):continue | |
| print(path + filename) | |
| file = open(path + filename, 'r') | |
| # json = json.loads(file.read()) | |
| print(file) | |
| jsonfile = json.load(file) | |
| outname = outpath + filename.replace(".json",".jpg") | |
| print(outpath) | |
| file.close | |
| for i in jsonfile['features']['xy']: | |
| geom = wkt.loads(i['wkt']) | |
| pts = list(geom.exterior.coords) | |
| if 'post' in filename: | |
| damage_cls = i["properties"]["subtype"] | |
| if(damage_cls == "no-damage"):damage=100 | |
| elif(damage_cls == "minor-damage"):damage=150 | |
| elif(damage_cls == "major-damage"):damage=200 | |
| elif(damage_cls == "destroyed"):damage=255 | |
| poly_path=Path(pts) | |
| # print(poly_path) | |
| x, y = np.mgrid[:height, :width] | |
| coors = (np.hstack((x.reshape(-1, 1), y.reshape(-1,1))))# coors.shape is (4000000,2) | |
| mask = poly_path.contains_points(coors) | |
| # print(mask) | |
| finalgt = np.where(mask.reshape(height, width) == True,damage,finalgt) | |
| # print(pts) | |
| plt.imshow(finalgt.reshape(height, width)) | |
| plt.show() | |
| pilImg = Image.fromarray(np.uint8(finalgt)) | |
| pilImg.save(outname, 'JPEG') | 
  
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