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Created July 16, 2021 00:28
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Fire-Detection-Final.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"accelerator": "GPU",
"colab": {
"name": "Fire-Detection-Final.ipynb",
"provenance": [],
"collapsed_sections": [],
"mount_file_id": "1RdqmUuee9enf8ggt2yy-7MJHsFvFpWEp",
"authorship_tag": "ABX9TyPojoP/hWN6AbeEPPL496Di",
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/alexrogersdesign/e9eb3221932fa562b940009377c39ae4/fire-detection-final.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NMz8i6qOcZ-v"
},
"source": [
"#Overview\n",
"---\n",
"Datasets\n",
"* [Mendeley Data Dataset for Forest Fire Detection\n",
"](https://data.mendeley.com/datasets/gjmr63rz2r/1)\n",
"\n",
"Data Cleaning\n",
"\n",
"* [Build Data](#Build_Data)\n",
"* [Process Images](#Process_Images)\n",
"\n",
"Data Visualization\n",
"\n",
"* [Plot Image Distribution](#Plot_Distribution)\n",
"* [Prevew Images Before Processing](#Preview_Images_Before)\n",
"* [Prevew Images After Processing](#Preview_Images_After)\n",
"* [TensorBoard](#TensorBoard)\n",
"* [Confusion Matrix](#Confusion_Matrix)\n",
"\n",
"\n",
"Outcome Accuracy \n",
"\n",
"* [Model Accuracy](#Model_Accuracy)\n",
"\n",
"\n",
"## Model Implemnation Details\n",
"Model Implementation\n",
"* [Model Structure](#Model_Implementation)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FUl7977BFauy"
},
"source": [
"## Preparing workspace\n",
"\n"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wJ325_fg7QZg",
"outputId": "928dce21-263f-465b-b347-5a4b7a490904"
},
"source": [
"%matplotlib inline \n",
"import os\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import tensorflow as tf\n",
"import tensorflow_hub as hub\n",
"from IPython.display import Image\n",
"from matplotlib.pyplot import imread\n",
"\n",
"print(\"TF version:\", tf.__version__)\n",
"print(\"Hub version:\", hub.__version__)\n",
"\n",
"print(\"GPU\", \"available\" if tf.config.list_physical_devices(\"GPU\") else \"not available\")"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"TF version: 2.5.0\n",
"Hub version: 0.12.0\n",
"GPU available\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SdHdjsvOcYSs"
},
"source": [
""
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xAesXJT0Ii7k",
"outputId": "1b54a299-06a7-450c-c871-da80c11a3fb4"
},
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Mounted at /content/drive\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sh1W7r9Y1Lqj"
},
"source": [
"*Unpack Data*"
]
},
{
"cell_type": "code",
"metadata": {
"id": "9XtpM5NKHcvT"
},
"source": [
"# !unzip \"/content/drive/MyDrive/Colab-Notebooks/Data/fire-detection/mixed-dataset-3/forest-fire-data\" -d \"/content/drive/MyDrive/Colab-Notebooks/Data/fire-detection/mixed-dataset-3\"\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "PUAl99aQQbfy"
},
"source": [
"model_description = \"final-mobilenetv2-first\""
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "UExGNB-gF7Vl"
},
"source": [
"#Exploring Data\n",
"\n",
"\n",
"* Data Cleaning \n",
"* Data Visualization\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2e4MZGfDG-2b"
},
"source": [
"<a name=\"Build_Data\"></a>\n",
"##Build data\n",
"\n",
"\n",
"\n",
"* Data is uploaded via a zipped file and must be unpacked\n",
"* File paths are organized into a Pandas Dataframe with a target column indicating whether the image contains fire\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "VxsWHe8JM0Cb"
},
"source": [
"fire_path = \"/content/drive/MyDrive/Colab-Notebooks/Data/fire-detection/mixed-dataset-3/forest-fire-data/Training and Validation/fire\"\n",
"non_fire_path = \"/content/drive/MyDrive/Colab-Notebooks/Data/fire-detection/mixed-dataset-3/forest-fire-data/Training and Validation/nofire\""
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "fjG8cRsjGJZv"
},
"source": [
"def createDataFrame(fire_path, non_fire_path):\n",
" \"\"\"\n",
" Imports strings from two files paths and constructs them into a dataframe\n",
" \"\"\"\n",
" df = pd.DataFrame(columns=[\"path\",\"target\"])\n",
"\n",
" # Loop through files in each directory and add if to dataframe, add labels fire = 1 no fire = 0\n",
" for file in os.listdir(fire_path):\n",
" df = df.append(pd.DataFrame([[fire_path +\"/\"+ file, 1.0]], columns=[\"path\", \"target\"]), ignore_index=True)\n",
" for file in os.listdir(non_fire_path):\n",
" df = df.append(pd.DataFrame([[non_fire_path + \"/\" + file, 0.0]], columns=[\"path\", \"target\"]), ignore_index=True)\n",
"\n",
" # shuffle data\n",
" df = df.sample(frac=1).reset_index(drop=True)\n",
" df = df.sample(frac=1).reset_index(drop=True)\n",
" df = df.sample(frac=1).reset_index(drop=True)\n",
" # df.path[0]\n",
"\n",
" print(\"shape\", df.shape)\n",
" return df"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "l5Weh4DCTZsY",
"outputId": "39a1c36e-e06c-4557-dea8-0cb0654e358f"
},
"source": [
"df = createDataFrame(fire_path, non_fire_path)\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"shape (1520, 2)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"id": "lUt00iUQVDmJ",
"outputId": "56fc6dc7-eca5-4005-f787-7182cde47476"
},
"source": [
"df.head()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>path</th>\n",
" <th>target</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>/content/drive/MyDrive/Colab-Notebooks/Data/fi...</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>/content/drive/MyDrive/Colab-Notebooks/Data/fi...</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>/content/drive/MyDrive/Colab-Notebooks/Data/fi...</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>/content/drive/MyDrive/Colab-Notebooks/Data/fi...</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>/content/drive/MyDrive/Colab-Notebooks/Data/fi...</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" path target\n",
"0 /content/drive/MyDrive/Colab-Notebooks/Data/fi... 0.0\n",
"1 /content/drive/MyDrive/Colab-Notebooks/Data/fi... 1.0\n",
"2 /content/drive/MyDrive/Colab-Notebooks/Data/fi... 0.0\n",
"3 /content/drive/MyDrive/Colab-Notebooks/Data/fi... 0.0\n",
"4 /content/drive/MyDrive/Colab-Notebooks/Data/fi... 0.0"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1-opdZbAL7Z2"
},
"source": [
"<a name=\"Plot_Distribution\"> </a>\n",
"### Evaluate Images\n",
"\n",
"\n",
"\n",
"\n",
"* Lists the distribution (how shuffled the images are) \n",
"\n"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 105
},
"id": "uYgn5f98ayxz",
"outputId": "f0743f1f-e9d1-4ec4-91ba-af1dc9200fc1"
},
"source": [
"fig, ax = plt.subplots(figsize=(30,2))\n",
"fig.suptitle(\"How shuffled the images are\")\n",
"ax.plot(df.index, df.target);"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2160x144 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "WHP-UwokdUn4",
"outputId": "7605e63d-baf4-4fd1-e3f1-28b0693b9168"
},
"source": [
"df.target.value_counts(normalize=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"1.0 0.5\n",
"0.0 0.5\n",
"Name: target, dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "eT4nScgEYpE7"
},
"source": [
"<a name=\"Preview_Images_Before\"></a>\n",
"\n",
"##Preview images before preprocessing\n",
"\n",
"* Plots the first six images in the dataset\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "yaT7l0V7FbUQ"
},
"source": [
"def plot_images(images):\n",
" \"\"\"\n",
" plots images given as list and displays their resolution and color chanels \n",
" \"\"\"\n",
" fig, ax = plt.subplots(3, 2, figsize=(20,20))\n",
" fig.tight_layout(h_pad=.5)\n",
" for i, a in enumerate(ax.ravel()):\n",
" # image = image.load_img(df[0][i])\n",
" if images.dtype.kind in {'U','S',\"O\"}:\n",
" image = imread(images[i],0)\n",
" else:\n",
" image = images[i]\n",
" a.imshow(image)\n",
" # a.axis(\"off\")\n",
" a.set_axis_off()\n",
" a.set_title(image.shape)\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "LevmCU6GweBj",
"outputId": "08443d9b-1537-4321-855b-71858d80615c"
},
"source": [
"plot_images(df.path)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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