diff --git a/dataPreparation.ipynb b/dataPreparation.ipynb deleted file mode 100644 index ed1a10d..0000000 --- a/dataPreparation.ipynb +++ /dev/null @@ -1,1340 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "id": "77e4db0d", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Line 1: 3.0,4a48c42c9579ec0399e6c5a3e825e765.jpg,GARBAGE,797.0,701.0,262.0,211.0\n", - "Line 2: 3.0,4a48c42c9579ec0399e6c5a3e825e765.jpg,GARBAGE,932.0,786.0,329.0,238.0\n", - "Line 3: 3.0,4a48c42c9579ec0399e6c5a3e825e765.jpg,GARBAGE,736.0,657.0,275.0,229.0\n", - "Line 4: 7.0,ea906a663da6321bcef78be4b7d1afff.jpg,BAD_BILLBOARD,986.0,786.0,136.0,0.0\n", - "Line 5: 8.0,1c7d48005a12d1b19261b8e71df7cafe.jpg,SAND_ON_ROAD,667.0,549.0,228.0,179.0\n", - "Line 6: 8.0,1c7d48005a12d1b19261b8e71df7cafe.jpg,SAND_ON_ROAD,799.0,628.0,238.0,176.0\n", - "Line 7: 8.0,8ca1b825716ea6755180fde347ac79c1.jpg,SAND_ON_ROAD,532.0,434.0,196.0,147.0\n", - 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"Line 355: 10.0,3dc0f3657a4b64f510edd7945ef97bbd.jpg,UNKEPT_FACADE,959.0,891.0,318.0,251.0\n", - "Line 356: 0.0,3dc0f3657a4b64f510edd7945ef97bbd.jpg,GRAFFITI,75.0,-22.0,291.0,201.0\n", - "Line 357: 0.0,3dc0f3657a4b64f510edd7945ef97bbd.jpg,GRAFFITI,628.0,526.0,287.0,246.0\n", - "Line 358: 0.0,3dc0f3657a4b64f510edd7945ef97bbd.jpg,GRAFFITI,655.0,608.0,281.0,232.0\n", - "Line 359: 0.0,3dc0f3657a4b64f510edd7945ef97bbd.jpg,GRAFFITI,713.0,653.0,290.0,222.0\n", - "Line 360: 3.0,1d15349a6649a11834ee337bfb7f5d38.jpg,GARBAGE,531.0,291.0,424.0,342.0\n", - "Line 361: 8.0,568475e600caf5cd44c38c8729958750.jpg,SAND_ON_ROAD,747.0,554.0,270.0,160.0\n", - "Line 362: 3.0,516af3e97a3c832f1a83e30529fdc33f.jpg,GARBAGE,965.0,860.0,380.0,325.0\n", - "Line 363: 3.0,516af3e97a3c832f1a83e30529fdc33f.jpg,GARBAGE,858.0,750.0,388.0,316.0\n", - "Line 364: 3.0,516af3e97a3c832f1a83e30529fdc33f.jpg,GARBAGE,278.0,197.0,412.0,355.0\n", - "Line 365: 3.0,516af3e97a3c832f1a83e30529fdc33f.jpg,GARBAGE,259.0,183.0,451.0,391.0\n", - 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"Line 815: 3.0,80b29d9e7d790830aeed3091be5d5992.jpg,GARBAGE,978.0,845.0,560.0,449.0\n", - "Line 816: 3.0,80b29d9e7d790830aeed3091be5d5992.jpg,GARBAGE,833.0,571.0,556.0,419.0\n", - "Line 817: 3.0,80b29d9e7d790830aeed3091be5d5992.jpg,GARBAGE,513.0,397.0,393.0,302.0\n", - "Line 818: 7.0,faa0ac1711aa9885a782230fea5f0287.jpg,BAD_BILLBOARD,737.0,665.0,159.0,118.0\n", - "Line 819: 7.0,faa0ac1711aa9885a782230fea5f0287.jpg,BAD_BILLBOARD,714.0,629.0,164.0,118.0\n", - "Line 820: 7.0,faa0ac1711aa9885a782230fea5f0287.jpg,BAD_BILLBOARD,668.0,609.0,163.0,126.0\n", - "Line 821: 4.0,09a77c30ecbb3c27a3d5c739cf6d9256.jpg,CONSTRUCTION_ROAD,536.0,392.0,239.0,166.0\n", - "Line 822: 4.0,09a77c30ecbb3c27a3d5c739cf6d9256.jpg,CONSTRUCTION_ROAD,401.0,166.0,288.0,129.0\n", - "Line 823: 4.0,09a77c30ecbb3c27a3d5c739cf6d9256.jpg,CONSTRUCTION_ROAD,230.0,11.0,313.0,94.0\n", - "Line 824: 7.0,09a77c30ecbb3c27a3d5c739cf6d9256.jpg,BAD_BILLBOARD,730.0,612.0,216.0,121.0\n", - "Line 825: 7.0,09a77c30ecbb3c27a3d5c739cf6d9256.jpg,BAD_BILLBOARD,635.0,527.0,210.0,138.0\n", - 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" # line thickness\n", - " c1, c2 = (int(x[0]), int(x[1])), (int(x[2]), int(x[3]))\n", - " cv2.rectangle(img, c1, c2, color, thickness=tl)\n", - " if label:\n", - " tf = tl \n", - " # font thickness\n", - " t_size = cv2.getTextSize(label, 0, fontScale=tl / 2, thickness=tf)[0]\n", - " if Inverted == True:\n", - " c1 = c2\n", - " c2 = c1[0] + t_size[0], c1[1] - t_size[1] - 3\n", - " else:\n", - " c2 = c1[0] + t_size[0], c1[1] - t_size[1] - 3\n", - " cv2.rectangle(img, c1, c2, color, -1) \n", - " # filled\n", - " cv2.putText(img,label,(c1[0], c1[1] - 2),0,tl / 2,[225, 255, 255],thickness=tf,lineType=cv2.LINE_AA,)\n", - "\n", - "# Using readlines()\n", - "file1 = open('train.csv', 'r')\n", - "Lines = file1.readlines()\n", - "\n", - "count = 0\n", - "# Strips the newline character\n", - "for line in Lines:\n", - " if count == 0:\n", - " count += 1\n", - " continue\n", - "\n", - " file_id_path = line.split(',')[1]\n", - " # open image in cv2\n", - " img = cv2.imread(\"images/\" + file_id_path)\n", - " h, w, c = img.shape\n", - " cat = line.split(',')[0]\n", - "\n", - " xmax = int(float(line.split(',')[3])) * 2\n", - " xmin = int(float(line.split(',')[4])) * 2\n", - " ymax = int(float(line.split(',')[5])) * 2\n", - " ymin = int(float(line.split(',')[6])) * 2\n", - " xcen = float((xmin+xmax)) / 2 / w\n", - " ycen = float((ymin+ymax)) / 2 / h\n", - " w = float((xmax - xmin)) / w\n", - " h = float((ymax - ymin)) / h\n", - " \n", - " lines = [str(cat), str(xcen), str(ycen), str(w),str(h)]\n", - " label = file_id_path.split('.')[0]\n", - " #with open(f'labels/{label}.txt', 'a') as f:\n", - " # f.write(' '.join(lines))\n", - " # f.write('\\n')\n", - " \n", - " xmax = 1920*xcen + 960*w\n", - " ymax = 1080*ycen + 540*w\n", - " xmin = xmax - 1920*w \n", - " ymin = ymax - 1080*w\n", - " \n", - " \n", - " \n", - " \n", - " # plot the box\n", - " plot_one_box([xmin, ymin, xmax, ymax], img, color=(0, 255, 0), label=cat, line_thickness=2)\n", - "\n", - " # save the image# you might need to create the folder \"drawn\" first!\n", - " cv2.imwrite(\"drawn/\" + file_id_path, img)\n", - " print(\"Line {}: {}\".format(count, line.strip()))\n", - " count += 1" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "bc059344", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import random\n", - "import shutil\n" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "id": "a674366a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 70, - "id": "ed48c11f", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "c94aa8a3", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "8052db24", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2092" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "file1 = open('test.csv', 'r')\n", - "Lines = file1.readlines()\n", - "Lines = Lines[1:]\n", - "len(Lines)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "757caa39", - "metadata": {}, - "outputs": [], - "source": [ - "for image in Lines:\n", - " print(image[:-1])\n", - " shutil.copy(f'images/{image[:-1]}', f'test/images/{image[:-1]}')\n", - " os.remove(f\"images/{image[:-1]}\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b01bdab6", - "metadata": {}, - "outputs": [], - "source": [ - "files = [f for f in os.listdir('labels') if f.endswith('.txt')]\n", - "files" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "c6a62b9b", - "metadata": {}, - "outputs": [], - "source": [ - "for i in range(700):\n", - " file = random.choice(files)\n", - "\n", - " shutil.copy(f'labels/{file}', f'valid/labels/{file}')\n", - " shutil.copy(f'images/{file[:-4]}.jpg', f'valid/images/{file[:-4]}.jpg')\n", - " os.remove(f\"labels/{file}\")\n", - " os.remove(f\"images/{file[:-4]}.jpg\")\n", - " files.remove(file)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "1d262b80", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "df = pd.read_csv('train.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "ff785973", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - " | class | \n", - "image_path | \n", - "name | \n", - "xmax | \n", - "xmin | \n", - "ymax | \n", - "ymin | \n", - "
---|---|---|---|---|---|---|---|
0 | \n", - "3.0 | \n", - "4a48c42c9579ec0399e6c5a3e825e765.jpg | \n", - "GARBAGE | \n", - "797.0 | \n", - "701.0 | \n", - "262.0 | \n", - "211.0 | \n", - "
1 | \n", - "3.0 | \n", - "4a48c42c9579ec0399e6c5a3e825e765.jpg | \n", - "GARBAGE | \n", - "932.0 | \n", - "786.0 | \n", - "329.0 | \n", - "238.0 | \n", - "
2 | \n", - "3.0 | \n", - "4a48c42c9579ec0399e6c5a3e825e765.jpg | \n", - "GARBAGE | \n", - "736.0 | \n", - "657.0 | \n", - "275.0 | \n", - "229.0 | \n", - "
3 | \n", - "7.0 | \n", - "ea906a663da6321bcef78be4b7d1afff.jpg | \n", - "BAD_BILLBOARD | \n", - "986.0 | \n", - "786.0 | \n", - "136.0 | \n", - "0.0 | \n", - "
4 | \n", - "8.0 | \n", - "1c7d48005a12d1b19261b8e71df7cafe.jpg | \n", - "SAND_ON_ROAD | \n", - "667.0 | \n", - "549.0 | \n", - "228.0 | \n", - "179.0 | \n", - "