590 lines
762 KiB
Plaintext
590 lines
762 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "61b27552-3203-4a48-9196-0936bac7a330",
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"metadata": {},
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"source": [
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"# Practical-3a (Convolutional Neural Network - Plant Diseases)\n",
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"\n",
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"---\n",
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"\n",
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"Problem Statement: Convolutional neural network (CNN): Use any dataset of plant disease and design a plant disease detection system using CNN.\n",
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"\n",
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"- Dataset link: https://www.kaggle.com/datasets/vipoooool/new-plant-diseases-dataset/data\n",
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"- Haven't added it to the `/Datasets` directory due to its large size.\n",
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"- tbh the dataset doesn't really matter in this case, you just need to ensure dataset directory contains `train` and `valid` sub-directories.\n",
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"- Required dataset structure:\n",
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"\n",
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"```shell\n",
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"New Plant Diseases Dataset(Augmented)/\n",
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"├── train\n",
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"│ ├── Apple___Apple_scab\n",
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"│ ├── Apple___Black_rot\n",
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"│ ├── Apple___Cedar_apple_rust\n",
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"├── valid\n",
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"│ ├── Apple___Apple_scab\n",
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"│ ├── Apple___Black_rot\n",
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"│ ├── Apple___Cedar_apple_rust\n",
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"```\n",
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"\n",
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"---"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "8585ce11",
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"metadata": {},
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"outputs": [],
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"source": [
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"# 1. Import Libraries\n",
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"import os\n",
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"import numpy as np\n",
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"import cv2\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.metrics import confusion_matrix, classification_report\n",
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"from tensorflow.keras.models import Sequential\n",
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"from tensorflow.keras.layers import Input, Conv2D, MaxPooling2D, Flatten, Dense, Dropout\n",
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"from tensorflow.keras.utils import to_categorical"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "cdf6b412",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Classes found: 38\n",
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"Dataset shape: (7600, 64, 64, 3)\n",
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"Labels shape: (7600,)\n"
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]
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}
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],
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"source": [
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"# 2. Load Dataset\n",
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"data = []\n",
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"labels = []\n",
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"\n",
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"# Path to dataset folder containing one subfolder per disease class\n",
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"path = './New Plant Diseases Dataset(Augmented)/train/'\n",
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"categories = sorted(os.listdir(path)) # sort for consistent label ordering\n",
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"\n",
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"# Map each category name to a numeric index\n",
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"label_dict = {category: idx for idx, category in enumerate(categories)}\n",
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"print(\"Classes found:\", len(categories))\n",
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"\n",
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"max_per_class = 200 # cap images per class to avoid RAM overflow on large datasets\n",
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"\n",
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"for category in categories:\n",
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" folder = os.path.join(path, category)\n",
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" count = 0\n",
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" for img_name in os.listdir(folder):\n",
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" if count >= max_per_class:\n",
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" break\n",
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" img_path = os.path.join(folder, img_name)\n",
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" img_array = cv2.imread(img_path)\n",
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" if img_array is not None: # skip unreadable files\n",
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" img_array = cv2.resize(img_array, (64, 64)) # resize to fixed 64x64 pixels\n",
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" data.append(img_array)\n",
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" labels.append(label_dict[category])\n",
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" count += 1\n",
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"\n",
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"data = np.array(data) / 255.0 # normalize pixel values from [0,255] to [0,1]\n",
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"labels = np.array(labels)\n",
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"print(\"Dataset shape:\", data.shape)\n",
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"print(\"Labels shape:\", labels.shape)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "af827a9a",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Total images: 7600\n",
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"Image shape: (64, 64, 3)\n",
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"Number of classes: 38\n"
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]
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},
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{
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"data": {
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|
||
"text/plain": [
|
||
"<Figure size 1400x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x300 with 5 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 3. Exploratory Data Analysis (EDA)\n",
|
||
"print(\"Total images:\", len(data))\n",
|
||
"print(\"Image shape:\", data[0].shape)\n",
|
||
"print(\"Number of classes:\", len(categories))\n",
|
||
"\n",
|
||
"# Class distribution bar chart\n",
|
||
"class_counts = {cat: int((labels == idx).sum()) for cat, idx in label_dict.items()}\n",
|
||
"plt.figure(figsize=(14, 5))\n",
|
||
"plt.bar(class_counts.keys(), class_counts.values())\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.title(\"Number of Images per Disease Class\")\n",
|
||
"plt.xlabel(\"Class\")\n",
|
||
"plt.ylabel(\"Count\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Sample images from first 5 classes\n",
|
||
"plt.figure(figsize=(15, 3))\n",
|
||
"for i, category in enumerate(categories[:5]):\n",
|
||
" idx = np.where(labels == label_dict[category])[0][0] # index of first image in class\n",
|
||
" plt.subplot(1, 5, i + 1)\n",
|
||
" plt.imshow(cv2.cvtColor((data[idx] * 255).astype(np.uint8), cv2.COLOR_BGR2RGB))\n",
|
||
" plt.title(category[:15], fontsize=8)\n",
|
||
" plt.axis('off')\n",
|
||
"plt.suptitle(\"Sample Images per Class\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "2722e437",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Train samples: 6080\n",
|
||
"Test samples: 1520\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 4. Split into Training and Testing Sets\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(data, labels, test_size=0.2, random_state=42)\n",
|
||
"\n",
|
||
"num_classes = len(categories)\n",
|
||
"# One-hot encode labels: e.g. class 2 of 5 → [0, 0, 1, 0, 0]\n",
|
||
"y_train = to_categorical(y_train, num_classes)\n",
|
||
"y_test = to_categorical(y_test, num_classes)\n",
|
||
"print(\"Train samples:\", X_train.shape[0])\n",
|
||
"print(\"Test samples: \", X_test.shape[0])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "58b4fb5d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
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"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_1\"</span>\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\u001b[1mModel: \"sequential_1\"\u001b[0m\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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"text/html": [
|
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
|
||
"┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n",
|
||
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
|
||
"│ conv2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">62</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">62</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ max_pooling2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">31</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">31</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ conv2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">29</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">29</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ max_pooling2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ flatten_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12544</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,605,760</span> │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">38</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">4,902</span> │\n",
|
||
"└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
|
||
"┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
|
||
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
|
||
"│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m62\u001b[0m, \u001b[38;5;34m62\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m896\u001b[0m │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m31\u001b[0m, \u001b[38;5;34m31\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m29\u001b[0m, \u001b[38;5;34m29\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ max_pooling2d_3 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ flatten_1 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12544\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m1,605,760\u001b[0m │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ dense_3 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m38\u001b[0m) │ \u001b[38;5;34m4,902\u001b[0m │\n",
|
||
"└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,630,054</span> (6.22 MB)\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,630,054\u001b[0m (6.22 MB)\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,630,054</span> (6.22 MB)\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,630,054\u001b[0m (6.22 MB)\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 5. Build the CNN Model\n",
|
||
"model = Sequential()\n",
|
||
"\n",
|
||
"model.add(Input(shape=(64, 64, 3))) # input: 64x64 RGB image\n",
|
||
"model.add(Conv2D(32, (3, 3), activation='relu')) # 32 filters, detect basic features\n",
|
||
"model.add(MaxPooling2D(2, 2)) # downsample by 2x\n",
|
||
"\n",
|
||
"model.add(Conv2D(64, (3, 3), activation='relu')) # 64 filters, detect complex features\n",
|
||
"model.add(MaxPooling2D(2, 2))\n",
|
||
"\n",
|
||
"model.add(Flatten()) # convert 2D feature maps to 1D vector\n",
|
||
"\n",
|
||
"model.add(Dense(128, activation='relu')) # fully connected layer\n",
|
||
"model.add(Dropout(0.5)) # randomly drop 50% neurons to reduce overfitting\n",
|
||
"\n",
|
||
"model.add(Dense(num_classes, activation='softmax')) # output: probability for each class\n",
|
||
"\n",
|
||
"model.summary()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "1b78aece",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 6. Compile the Model\n",
|
||
"# categorical_crossentropy: standard loss for multi-class classification with one-hot labels\n",
|
||
"model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "ddf42094",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Epoch 1/10\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"W0000 00:00:1777820220.390755 83765 cpu_allocator_impl.cc:82] Allocation of 239075328 exceeds 10% of free system memory.\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\u001b[1m152/152\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 73ms/step - accuracy: 0.1151 - loss: 3.3164 - val_accuracy: 0.2689 - val_loss: 2.6826\n",
|
||
"Epoch 2/10\n",
|
||
"\u001b[1m152/152\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 70ms/step - accuracy: 0.3020 - loss: 2.4561 - val_accuracy: 0.5099 - val_loss: 1.9074\n",
|
||
"Epoch 3/10\n",
|
||
"\u001b[1m152/152\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 70ms/step - accuracy: 0.4200 - loss: 2.0002 - val_accuracy: 0.5789 - val_loss: 1.5372\n",
|
||
"Epoch 4/10\n",
|
||
"\u001b[1m152/152\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 70ms/step - accuracy: 0.4953 - loss: 1.7063 - val_accuracy: 0.6209 - val_loss: 1.3292\n",
|
||
"Epoch 5/10\n",
|
||
"\u001b[1m152/152\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 71ms/step - accuracy: 0.5549 - loss: 1.4903 - val_accuracy: 0.6414 - val_loss: 1.2810\n",
|
||
"Epoch 6/10\n",
|
||
"\u001b[1m152/152\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 71ms/step - accuracy: 0.6028 - loss: 1.3174 - val_accuracy: 0.6579 - val_loss: 1.1252\n",
|
||
"Epoch 7/10\n",
|
||
"\u001b[1m152/152\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 71ms/step - accuracy: 0.6320 - loss: 1.1883 - val_accuracy: 0.6908 - val_loss: 1.0678\n",
|
||
"Epoch 8/10\n",
|
||
"\u001b[1m152/152\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 71ms/step - accuracy: 0.6819 - loss: 1.0257 - val_accuracy: 0.6776 - val_loss: 1.0920\n",
|
||
"Epoch 9/10\n",
|
||
"\u001b[1m152/152\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 71ms/step - accuracy: 0.6941 - loss: 0.9483 - val_accuracy: 0.6965 - val_loss: 0.9725\n",
|
||
"Epoch 10/10\n",
|
||
"\u001b[1m152/152\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 71ms/step - accuracy: 0.7259 - loss: 0.8547 - val_accuracy: 0.7196 - val_loss: 0.9444\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 7. Train the Model\n",
|
||
"history = model.fit(X_train, y_train, epochs=10, batch_size=32, validation_split=0.2)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "916907f3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\u001b[1m48/48\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 14ms/step - accuracy: 0.7105 - loss: 0.9758\n",
|
||
"Test Loss: 0.9758\n",
|
||
"Test Accuracy: 71.05%\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 8. Evaluate the Model on Test Data\n",
|
||
"loss, accuracy = model.evaluate(X_test, y_test)\n",
|
||
"print(f\"Test Loss: {loss:.4f}\")\n",
|
||
"print(f\"Test Accuracy: {accuracy*100:.2f}%\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "4f2350c6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 9. Plot Training vs Validation Accuracy\n",
|
||
"plt.plot(history.history['accuracy'], label='Training Accuracy')\n",
|
||
"plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n",
|
||
"plt.title('CNN Model Accuracy Over Epochs')\n",
|
||
"plt.xlabel('Epoch')\n",
|
||
"plt.ylabel('Accuracy')\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 10. Plot Training vs Validation Loss\n",
|
||
"plt.plot(history.history['loss'], label='Training Loss')\n",
|
||
"plt.plot(history.history['val_loss'], label='Validation Loss')\n",
|
||
"plt.title('CNN Model Loss Over Epochs')\n",
|
||
"plt.xlabel('Epoch')\n",
|
||
"plt.ylabel('Loss')\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "050a8c5b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\u001b[1m48/48\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 14ms/step\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x1200 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Classification Report:\n",
|
||
"\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" Apple___Apple_scab 0.62 0.58 0.60 48\n",
|
||
" Apple___Black_rot 0.74 0.56 0.64 41\n",
|
||
" Apple___Cedar_apple_rust 0.67 0.78 0.72 49\n",
|
||
" Apple___healthy 0.52 0.70 0.60 37\n",
|
||
" Blueberry___healthy 0.47 0.81 0.60 31\n",
|
||
" Cherry_(including_sour)___Powdery_mildew 0.88 0.73 0.80 52\n",
|
||
" Cherry_(including_sour)___healthy 0.74 0.74 0.74 35\n",
|
||
"Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot 0.87 0.62 0.72 55\n",
|
||
" Corn_(maize)___Common_rust_ 0.92 1.00 0.96 47\n",
|
||
" Corn_(maize)___Northern_Leaf_Blight 0.75 0.95 0.84 42\n",
|
||
" Corn_(maize)___healthy 0.94 1.00 0.97 33\n",
|
||
" Grape___Black_rot 0.77 0.64 0.70 42\n",
|
||
" Grape___Esca_(Black_Measles) 0.76 0.74 0.75 47\n",
|
||
" Grape___Leaf_blight_(Isariopsis_Leaf_Spot) 1.00 0.91 0.96 35\n",
|
||
" Grape___healthy 0.60 0.94 0.73 36\n",
|
||
" Orange___Haunglongbing_(Citrus_greening) 0.88 0.93 0.90 40\n",
|
||
" Peach___Bacterial_spot 0.58 0.62 0.60 34\n",
|
||
" Peach___healthy 0.62 0.91 0.74 33\n",
|
||
" Pepper,_bell___Bacterial_spot 0.62 0.47 0.54 32\n",
|
||
" Pepper,_bell___healthy 0.57 0.48 0.52 42\n",
|
||
" Potato___Early_blight 0.72 0.67 0.69 39\n",
|
||
" Potato___Late_blight 0.50 0.59 0.54 51\n",
|
||
" Potato___healthy 0.52 0.66 0.58 38\n",
|
||
" Raspberry___healthy 0.88 0.64 0.74 45\n",
|
||
" Soybean___healthy 0.86 0.83 0.85 36\n",
|
||
" Squash___Powdery_mildew 0.86 0.97 0.91 32\n",
|
||
" Strawberry___Leaf_scorch 0.71 0.83 0.77 36\n",
|
||
" Strawberry___healthy 0.91 0.87 0.89 45\n",
|
||
" Tomato___Bacterial_spot 0.89 0.74 0.81 42\n",
|
||
" Tomato___Early_blight 0.61 0.26 0.36 43\n",
|
||
" Tomato___Late_blight 0.44 0.47 0.46 38\n",
|
||
" Tomato___Leaf_Mold 0.48 0.36 0.41 39\n",
|
||
" Tomato___Septoria_leaf_spot 0.62 0.43 0.51 30\n",
|
||
" Tomato___Spider_mites Two-spotted_spider_mite 0.62 0.50 0.55 36\n",
|
||
" Tomato___Target_Spot 0.44 0.73 0.55 33\n",
|
||
" Tomato___Tomato_Yellow_Leaf_Curl_Virus 0.92 0.83 0.87 41\n",
|
||
" Tomato___Tomato_mosaic_virus 0.88 0.86 0.87 43\n",
|
||
" Tomato___healthy 0.94 0.74 0.83 42\n",
|
||
"\n",
|
||
" accuracy 0.71 1520\n",
|
||
" macro avg 0.72 0.71 0.71 1520\n",
|
||
" weighted avg 0.73 0.71 0.71 1520\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 11. Confusion Matrix and Classification Report\n",
|
||
"y_pred = np.argmax(model.predict(X_test), axis=1) # predicted class index\n",
|
||
"y_true = np.argmax(y_test, axis=1) # actual class index (from one-hot)\n",
|
||
"\n",
|
||
"cm = confusion_matrix(y_true, y_pred)\n",
|
||
"plt.figure(figsize=(14, 12))\n",
|
||
"sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n",
|
||
" xticklabels=categories, yticklabels=categories)\n",
|
||
"plt.title('Confusion Matrix')\n",
|
||
"plt.ylabel('Actual')\n",
|
||
"plt.xlabel('Predicted')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"print(\"\\nClassification Report:\\n\")\n",
|
||
"print(classification_report(y_true, y_pred, target_names=categories))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a0a20c98-de25-44bd-9748-9f8f7a3d25cb",
|
||
"metadata": {},
|
||
"source": [
|
||
"---"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": "3.12.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|