From 409389d3b6bd71c1cfbb5ab6a73a9e4fb1a75834 Mon Sep 17 00:00:00 2001 From: Tong Zhao macOS Date: Mon, 19 Sep 2022 17:56:05 -0400 Subject: [PATCH] learning vis2d --- 08_2d_visulization/submissions/zhao1991.ipynb | 160 ++++++++++++++++++ 1 file changed, 160 insertions(+) create mode 100644 08_2d_visulization/submissions/zhao1991.ipynb diff --git a/08_2d_visulization/submissions/zhao1991.ipynb b/08_2d_visulization/submissions/zhao1991.ipynb new file mode 100644 index 0000000..2fed062 --- /dev/null +++ b/08_2d_visulization/submissions/zhao1991.ipynb @@ -0,0 +1,160 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import numpy as np\n", + "from PIL import Image\n", + "from pycocotools import mask\n", + "from matplotlib.patches import Rectangle" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sample = Image.open(\"sample.jpg\")\n", + "plt.imshow(sample)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['img1.jpg', '1', '70', 'mask1.png']\n", + "['img1.jpg', '2', '81', 'mask2.png']\n" + ] + } + ], + "source": [ + "# extract the coords of the bounding box\n", + "# using the pycocotools.mask.toBbox() function\n", + "with open(\"annotations.txt\") as file:\n", + " data = file.read().splitlines()\n", + "for row in data:\n", + " string_list = row.split(\",\")\n", + " annotations = []\n", + "i = 0\n", + "bbsArr = np.zeros((len(data[1:]),4))\n", + "description = ['','']\n", + "for row in data[1:]:\n", + " string_list = row.split(\",\")\n", + " print(string_list)\n", + " img = Image.open(string_list[3]).convert(\"L\")\n", + " arr = np.array(img.getdata(), dtype=np.uint8).reshape(img.size[0], img.size[1], order=\"F\")\n", + " Rs = mask.encode(np.asfortranarray(arr.transpose()))\n", + " # bbs - [nx4] Bounding box(es) stored as [x y w h]\n", + " bbsArr[i] = mask.toBbox(Rs)\n", + " description[i] = 'obj '+str(string_list[1])+'. cls '+str(string_list[2])\n", + "\n", + " i += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot the bounding box using matplotlib.patches.Rectangle\n", + "img1 = Image.open(\"img1.jpg\")\n", + "msk1 = Image.open(\"mask1.png\")\n", + "msk2 = Image.open(\"mask2.png\")\n", + "# Create figure and axes\n", + "fig, ax = plt.subplots()\n", + "# Display the image\n", + "ax.imshow(img1)\n", + "i=0\n", + "for bbs in bbsArr:\n", + " rect = Rectangle((bbs[0],bbs[1]),bbs[2],bbs[3], \n", + " alpha=0.2,edgecolor='b',linewidth=2)\n", + " # Add the patch to the Axes\n", + " ax.add_patch(rect)\n", + " ax.text(bbs[0]+bbs[2]/2,bbs[1],description[i],fontsize='x-small', \n", + " color='c',backgroundcolor='k',horizontalalignment='center')\n", + " i += 1\n", + "plt.imshow(img1)\n", + "plt.imshow(msk1, cmap='binary', alpha=0.2)\n", + "plt.imshow(msk2, cmap='gray', alpha=0.2)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}