#!/usr/bin/python """ """ import os.path import sys import numpy as np import json import pdb from matplotlib import pyplot as plt import os from ast import literal_eval # from skimage.morphology import binary_dilation, binary_erosion from scipy.ndimage import binary_dilation, binary_erosion, binary_hit_or_miss import random from ListSelEm import * from Utils import Process, Change_Colour def write_output_json(data): """ """ dict_data = [] for tmp in data: if len(tmp.shape) == 2: out = [[int(y) for y in x] for x in tmp] elif len(tmp.shape) == 3: out = [[[int(x3) for x3 in x2] for x2 in x1] for x1 in tmp] dict_data.append({"input": out}) print(json.dumps(dict_data)) def perform_op(fname, list_ops): def _perform_task(img, k_iterate, op, se): for _ in range(k_iterate): list_se = ['SE1', 'SE2', 'SE3', 'SE4', 'SE5', 'SE6', 'SE7', 'SE8'] if op == 'Dilation': list_se_idx = list_se.index(se) img = binary_dilation(img, list_se_3x3[list_se_idx]) elif op == 'Erosion': list_se_idx = list_se.index(se) img = binary_erosion(img, list_se_3x3[list_se_idx]) elif op == 'HitOrMiss': list_se_idx = list_se.index(se) tmp_img = binary_hit_or_miss(img, list_se_3x3[list_se_idx]) img[tmp_img] = 2 # Add another color img = Process(img, num_colors=2) elif op == 'ChangeColor': img = Change_Colour(img, np.array(se, dtype=np.int32)) return img # Load the dataset. with open(fname, 'r') as f: data = json.load(f) out = [] for d in data: img = np.array(d['input'], dtype=np.int32) if len(img.shape) == 2: sx, sy = img.shape img = img.reshape((sx, sy, 1)) for band, k_iterate, op, se in list_ops: if op != 'HitOrMiss' and op != 'ChangeColor': img[:, :, band-1] = _perform_task(img[:, :, band-1], k_iterate, op, se) elif op == 'HitOrMiss': img = _perform_task(img[:, :, band-1], k_iterate, op, se) else: img = _perform_task(img, k_iterate, op, se) img = img*1 out.append(img) write_output_json(out) if __name__ == '__main__': fname = sys.argv[1] list_ops = [] for arg in sys.argv[2:]: band, op, se, k_iterate = str(arg).split("-") band = int(band) k_iterate = int(k_iterate) if op == 'ChangeColor': se = np.array(literal_eval(se)) list_ops.append((band, k_iterate, op, se)) perform_op(fname, list_ops)