Computer_Vision/Chapter03/Inspecting_color_images.ipynb
2024-02-13 03:34:51 +01:00

145 lines
110 KiB
Plaintext
Raw Permalink Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Inspecting_color_images.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/PacktPublishing/Hands-On-Computer-Vision-with-PyTorch/blob/master/Chapter03/Inspecting_color_images.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "2Bv-jNPMgGPA",
"outputId": "7a437d3f-a1ac-48df-dea9-30f6f8372cc1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 377
}
},
"source": [
"!wget https://www.dropbox.com/s/l98leemr7r5stnm/Hemanvi.jpeg"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"--2020-09-24 05:05:51-- https://www.dropbox.com/s/l98leemr7r5stnm/Hemanvi.jpeg\n",
"Resolving www.dropbox.com (www.dropbox.com)... 162.125.5.1, 2620:100:601d:1::a27d:501\n",
"Connecting to www.dropbox.com (www.dropbox.com)|162.125.5.1|:443... connected.\n",
"HTTP request sent, awaiting response... 301 Moved Permanently\n",
"Location: /s/raw/l98leemr7r5stnm/Hemanvi.jpeg [following]\n",
"--2020-09-24 05:05:51-- https://www.dropbox.com/s/raw/l98leemr7r5stnm/Hemanvi.jpeg\n",
"Reusing existing connection to www.dropbox.com:443.\n",
"HTTP request sent, awaiting response... 302 Found\n",
"Location: https://uc5e32e2c709a61fb3a3974fb3a2.dl.dropboxusercontent.com/cd/0/inline/A_8kYWz6Ib0IHovWnkgWldxl-D9gQmZOoriI0tEfWqwWiIbOG6Kyb0PJpOtKovd3hvBKPJT0Lyy_vvok1iqFWG2GsfC1PklEYGWp237PyuNFxw/file# [following]\n",
"--2020-09-24 05:05:51-- https://uc5e32e2c709a61fb3a3974fb3a2.dl.dropboxusercontent.com/cd/0/inline/A_8kYWz6Ib0IHovWnkgWldxl-D9gQmZOoriI0tEfWqwWiIbOG6Kyb0PJpOtKovd3hvBKPJT0Lyy_vvok1iqFWG2GsfC1PklEYGWp237PyuNFxw/file\n",
"Resolving uc5e32e2c709a61fb3a3974fb3a2.dl.dropboxusercontent.com (uc5e32e2c709a61fb3a3974fb3a2.dl.dropboxusercontent.com)... 162.125.5.15, 2620:100:601d:15::a27d:50f\n",
"Connecting to uc5e32e2c709a61fb3a3974fb3a2.dl.dropboxusercontent.com (uc5e32e2c709a61fb3a3974fb3a2.dl.dropboxusercontent.com)|162.125.5.15|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 53839 (53K) [image/jpeg]\n",
"Saving to: Hemanvi.jpeg\n",
"\n",
"Hemanvi.jpeg 100%[===================>] 52.58K --.-KB/s in 0.03s \n",
"\n",
"2020-09-24 05:05:52 (1.52 MB/s) - Hemanvi.jpeg saved [53839/53839]\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "WK6iLBYDgLMZ"
},
"source": [
"import cv2, matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"img = cv2.imread('Hemanvi.jpeg') "
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "glsdXkI8gMvr"
},
"source": [
"img = img[50:250,40:240,:]\n",
"img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) \n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "uT4SWQl_gOqX",
"outputId": "87611e07-57e0-469d-b41d-7777aa9bf2d7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
}
},
"source": [
"plt.imshow(img)\n",
"print(img.shape)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"(200, 200, 3)\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "sUzDmVGagSjd"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}