#!/usr/bin/python """ Possible shell commands Dilation SEx Erosion SEx Hit-Or-Miss SEx ChangeColor [[a1,a2,a3],[b1,b2,b3]] Example fname.json band-Dilation-SE1-iterate band-Erosion-SE2-iterate band-HitorMiss-SE2-iterate band-ChangeColor-[[a1,a2,a3],[b1,b2,b3]]-iterate ./Dataset/CatB_Hard/Task000.json 1-HitOrMiss-SE8-1 1-Dilation-SE6-2 1-Erosion-SE6-2 2-Dilation-SE8-1 2-Dilation-SE7-1 2-Dilation-SE5-1 2-Dilation-SE7-1 2-Erosion-SE7-1 2-Erosion-SE5-1 2-Erosion-SE7-1 1-ChangeColor-[[0,0,0],[0,1,2],[1,0,1],[1,1,2]]-1 will check if the given sequence satisfies the tasks in .json """ 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 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) 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 = np.array(d['output'], dtype=np.int32) check_same = np.all(img == out) if check_same: print("Program works!!") else: print("Something went wrong!!") 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)