{"metadata": {"kernelspec": {"language": "python", "display_name": "Python 3", "name": "python3"}, "language_info": {"nbconvert_exporter": "python", "file_extension": ".py", "version": "3.6.1", "codemirror_mode": {"version": 3, "name": "ipython"}, "pygments_lexer": "ipython3", "name": "python", "mimetype": "text/x-python"}}, "cells": [{"metadata": {}, "source": ["**Compute weights based on minimal distance from point to boundary**\n", 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)"], "cell_type": "markdown"}, {"metadata": {"_cell_guid": "bd25ec32-8f35-480a-8964-1650b74aa73e", "_uuid": "1e8cef54a78384ba0718f34e6b6b6d419762183e"}, "execution_count": null, "outputs": [], "source": ["# This Python 3 environment comes with many helpful analytics libraries installed\n", "# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n", "# For example, here's several helpful packages to load in\n", "\n", "import numpy as np  # linear algebra\n", "import pandas as pd  # data processing, CSV file I/O (e.g. pd.read_csv)\n", "import matplotlib.pyplot as plt\n", "import glob\n", "import cv2\n", "from scipy.spatial.distance import pdist, cdist\n", "from PIL import Image\n", "\n", "# Input data files are available in the \"../input/\" directory.\n", "# For example, running this (by clicking run or pressing Shift+Enter) will\n", "# list the files in the input directory\n", "\n", "masks = glob.glob(\"/kaggle/input/train_masks/*.gif\")\n", "for m in masks[:2]:\n", "    mask = np.array(Image.open(m), dtype=np.uint8)\n", "    mask = np.pad(mask, ((0, 0), (1, 1)), 'constant')\n", "    shape = mask.shape\n", "    mask = cv2.resize(\n", "        mask, (shape[1] // 2, shape[0] // 2), interpolation=cv2.INTER_NEAREST)\n", "    mask = mask.astype(np.float32)\n", "\n", "    plt.figure(figsize=(25, 25))\n", "    plt.imshow(mask)\n", "    plt.show()\n", "\n", "    border = np.abs(np.gradient(mask)[1]) + np.abs(np.gradient(mask)[0])\n", "    border = np.select([border == 0.5, border != 0.5], [1.0, border])\n", "\n", "    plt.figure(figsize=(25, 25))\n", "    plt.imshow(border)\n", "    plt.show()\n", "\n", "    XA = []\n", "    XB = []\n", "    for x, y in zip(np.nonzero(border)[0], np.nonzero(border)[1]):\n", "        XB.append((x, y))\n", "\n", "    for x in range(0, mask.shape[0]):\n", "        for y in range(0, mask.shape[1]):\n", "            XA.append((x, y))\n", "\n", "    dist_matrix = cdist(XA, XB, metric=\"euclidean\").min(\n", "        axis=1, keepdims=False).reshape(mask.shape)\n", "    dist_matrix = cv2.resize(\n", "        dist_matrix, (shape[1], shape[0]), interpolation=cv2.INTER_NEAREST)\n", "    weights = (1.0 / (dist_matrix + 5.0))\n", "\n", "    plt.figure(figsize=(25, 25))\n", "    plt.imshow(weights)\n", "    plt.show()"], "cell_type": "code"}], "nbformat_minor": 1, "nbformat": 4}