# # load.py : utils on generators / lists of ids to transform from strings to # cropped images and masks import os import numpy as np from PIL import Image from functools import partial from utils import resize_and_crop, get_square, normalize def get_ids(dir): """Returns a list of the ids in the directory""" return (f[:-4] for f in os.listdir(dir)) def split_ids(ids, n=2): """Split each id in n, creating n tuples (id, k) for each id""" return ((id, i) for i in range(n) for id in ids) def to_cropped_imgs(ids, dir, suffix): """From a list of tuples, returns the correct cropped img""" for id, pos in ids: im = resize_and_crop(Image.open(dir + id + suffix)) yield get_square(im, pos) def get_imgs_and_masks(ids, dir_img, dir_mask): """Return all the couples (img, mask)""" imgs = to_cropped_imgs(ids, dir_img, '.jpg') # need to transform from HWC to CHW imgs_switched = map(partial(np.transpose, axes=[2, 0, 1]), imgs) imgs_normalized = map(normalize, imgs_switched) masks = to_cropped_imgs(ids, dir_mask, '_mask.gif') return zip(imgs_normalized, masks) def get_full_img_and_mask(id, dir_img, dir_mask): im = Image.open(dir_img + id + '.jpg') mask = Image.open(dir_mask + id + '_mask.gif') return np.array(im), np.array(mask)