{ "cells": [ { "cell_type": "code", "execution_count": 67, "id": "2ef893c2", "metadata": {}, "outputs": [], "source": [ "# keras imports for loading the dataset & building the neural network\n", "import tensorflow as tf\n", "from keras.models import Sequential\n", "from keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPooling2D, Rescaling\n", "from tensorflow.keras.preprocessing import image_dataset_from_directory\n", "import matplotlib.pyplot as plt\n", "from tensorflow.keras import layers\n", "from sklearn.metrics import classification_report, f1_score, precision_score, recall_score\n", "import numpy as np\n", "import seaborn as sns\n", "from sklearn.metrics import confusion_matrix\n", "import json" ] }, { "cell_type": "code", "execution_count": 43, "id": "dd3ed40d", "metadata": {}, "outputs": [], "source": [ "# Path to your dataset folder\n", "dataset_path = 'Corn_Dataset'" ] }, { "cell_type": "code", "execution_count": 44, "id": "a21c4db3", "metadata": {}, "outputs": [], "source": [ "# Define the image size and batch size\n", "batch_size = 32\n", "img_height, img_width = 100, 100" ] }, { "cell_type": "code", "execution_count": 45, "id": "e021e1e8", "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)" ] }, { "cell_type": "code", "execution_count": 46, "id": "98f79091", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 4188 files belonging to 4 classes.\n", "Using 3351 files for training.\n", "Found 4188 files belonging to 4 classes.\n", "Using 837 files for validation.\n" ] } ], "source": [ "# Create the training and validation datasets\n", "train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n", " dataset_path,\n", " validation_split=0.2,\n", " subset=\"training\",\n", " seed=123,\n", " image_size=(img_height, img_width),\n", " batch_size=batch_size)\n", "\n", "# Define the class names\n", "classnames = train_ds.class_names\n", "\n", "val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n", " dataset_path,\n", " validation_split=0.2,\n", " subset=\"validation\",\n", " seed=123,\n", " image_size=(img_height, img_width),\n", " batch_size=batch_size)" ] }, { "cell_type": "code", "execution_count": 47, "id": "5071c346", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Blight', 'Common_Rust', 'Gray_Leaf_Spot', 'Healthy']\n" ] } ], "source": [ "print(classnames)" ] }, { "cell_type": "code", "execution_count": 48, "id": "25403a65", "metadata": {}, "outputs": [], "source": [ "# Ignore errors if image not found or readable\n", "train_ds = train_ds.ignore_errors()\n", "val_ds = val_ds.ignore_errors()" ] }, { "cell_type": "code", "execution_count": 49, "id": "0fb92b06", "metadata": {}, "outputs": [], "source": [ "# Optimize training performance\n", "AUTOTUNE = tf.data.AUTOTUNE\n", "train_ds = train_ds.cache().shuffle(1000).prefetch(buffer_size=AUTOTUNE)\n", "val_ds = val_ds.cache().prefetch(buffer_size=AUTOTUNE)" ] }, { "cell_type": "code", "execution_count": 50, "id": "1c693b4d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot some sample images from the dataset\n", "plt.figure(figsize=(10, 10))\n", "for images, labels in train_ds.take(1):\n", " for i in range(6):\n", " ax = plt.subplot(3, 3, i + 1)\n", " plt.imshow(images[i].numpy().astype(\"uint8\"))\n", " plt.title(classnames[labels[i]])\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 51, "id": "999cb932", "metadata": {}, "outputs": [], "source": [ "# Image Augmentation\n", "data_augmentation = tf.keras.Sequential([\n", " layers.RandomFlip(\"horizontal_and_vertical\"),\n", " layers.RandomRotation(0.1),\n", " layers.RandomZoom(0.1),\n", " layers.GaussianNoise(0.05),\n", "])" ] }, { "cell_type": "code", "execution_count": 52, "id": "abf41764", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "d:\\Anaconda\\Lib\\site-packages\\keras\\src\\layers\\preprocessing\\tf_data_layer.py:19: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", " super().__init__(**kwargs)\n" ] } ], "source": [ "model = tf.keras.Sequential([\n", " # Normalization & Augmentation\n", " Rescaling(1./255, input_shape=(img_height, img_width, 3)),\n", " data_augmentation,\n", "\n", " # Convolution Layers\n", " Conv2D(64, 3, activation='relu'),\n", " MaxPooling2D(),\n", "\n", " Conv2D(128, 3, activation='relu'),\n", " MaxPooling2D(),\n", " Dropout(0.1),\n", "\n", " # Output Layers\n", " Flatten(),\n", " Dense(128, activation='relu'),\n", " Dropout(0.1),\n", " Dense(len(classnames), activation='softmax')\n", "])" ] }, { "cell_type": "code", "execution_count": 53, "id": "c208bf25", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/30\n", " 105/Unknown \u001b[1m30s\u001b[0m 268ms/step - accuracy: 0.5410 - loss: 1.2501" ] }, { "name": "stderr", "output_type": "stream", "text": [ "d:\\Anaconda\\Lib\\site-packages\\keras\\src\\trainers\\epoch_iterator.py:160: UserWarning: Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches. You may need to use the `.repeat()` function when building your dataset.\n", " self._interrupted_warning()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 288ms/step - accuracy: 0.5422 - loss: 1.2462 - val_accuracy: 0.7969 - val_loss: 0.4885\n", "Epoch 2/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m31s\u001b[0m 296ms/step - accuracy: 0.8202 - loss: 0.4669 - val_accuracy: 0.8136 - val_loss: 0.4195\n", "Epoch 3/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 315ms/step - accuracy: 0.8171 - loss: 0.4496 - val_accuracy: 0.7312 - val_loss: 0.6250\n", "Epoch 4/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 302ms/step - accuracy: 0.8301 - loss: 0.4076 - val_accuracy: 0.8065 - val_loss: 0.4755\n", "Epoch 5/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m35s\u001b[0m 335ms/step - accuracy: 0.8275 - loss: 0.3891 - val_accuracy: 0.8017 - val_loss: 0.4751\n", "Epoch 6/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 315ms/step - accuracy: 0.8286 - loss: 0.3935 - val_accuracy: 0.8065 - val_loss: 0.4779\n", "Epoch 7/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m34s\u001b[0m 325ms/step - accuracy: 0.8547 - loss: 0.3532 - val_accuracy: 0.8065 - val_loss: 0.4454\n", "Epoch 8/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 314ms/step - accuracy: 0.8519 - loss: 0.3610 - val_accuracy: 0.7921 - val_loss: 0.4806\n", "Epoch 9/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 361ms/step - accuracy: 0.8614 - loss: 0.3225 - val_accuracy: 0.8112 - val_loss: 0.4259\n", "Epoch 10/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 339ms/step - accuracy: 0.8738 - loss: 0.2993 - val_accuracy: 0.7718 - val_loss: 0.5311\n", "Epoch 11/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m34s\u001b[0m 321ms/step - accuracy: 0.8693 - loss: 0.3207 - val_accuracy: 0.7909 - val_loss: 0.4847\n", "Epoch 12/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 306ms/step - accuracy: 0.8777 - loss: 0.2856 - val_accuracy: 0.8483 - val_loss: 0.3421\n", "Epoch 13/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m35s\u001b[0m 333ms/step - accuracy: 0.8669 - loss: 0.3018 - val_accuracy: 0.8507 - val_loss: 0.3495\n", "Epoch 14/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 314ms/step - accuracy: 0.8864 - loss: 0.2794 - val_accuracy: 0.8662 - val_loss: 0.3101\n", "Epoch 15/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 310ms/step - accuracy: 0.8925 - loss: 0.2596 - val_accuracy: 0.8065 - val_loss: 0.4710\n", "Epoch 16/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 309ms/step - accuracy: 0.8961 - loss: 0.2557 - val_accuracy: 0.8507 - val_loss: 0.3551\n", "Epoch 17/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 308ms/step - accuracy: 0.9004 - loss: 0.2525 - val_accuracy: 0.8734 - val_loss: 0.3138\n", "Epoch 18/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 341ms/step - accuracy: 0.9021 - loss: 0.2439 - val_accuracy: 0.8507 - val_loss: 0.3867\n", "Epoch 19/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m35s\u001b[0m 330ms/step - accuracy: 0.9137 - loss: 0.2234 - val_accuracy: 0.8483 - val_loss: 0.3736\n", "Epoch 20/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 309ms/step - accuracy: 0.9061 - loss: 0.2335 - val_accuracy: 0.7682 - val_loss: 0.5342\n", "Epoch 21/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 302ms/step - accuracy: 0.9047 - loss: 0.2398 - val_accuracy: 0.8805 - val_loss: 0.2957\n", "Epoch 22/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 307ms/step - accuracy: 0.9116 - loss: 0.2317 - val_accuracy: 0.8387 - val_loss: 0.3804\n", "Epoch 23/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 308ms/step - accuracy: 0.9114 - loss: 0.2245 - val_accuracy: 0.8674 - val_loss: 0.3583\n", "Epoch 24/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 304ms/step - accuracy: 0.9106 - loss: 0.2280 - val_accuracy: 0.8339 - val_loss: 0.3909\n", "Epoch 25/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 302ms/step - accuracy: 0.9183 - loss: 0.2094 - val_accuracy: 0.8901 - val_loss: 0.2854\n", "Epoch 26/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 303ms/step - accuracy: 0.9187 - loss: 0.1980 - val_accuracy: 0.8746 - val_loss: 0.3010\n", "Epoch 27/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 313ms/step - accuracy: 0.9002 - loss: 0.2639 - val_accuracy: 0.8530 - val_loss: 0.3551\n", "Epoch 28/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 308ms/step - accuracy: 0.9165 - loss: 0.2149 - val_accuracy: 0.8351 - val_loss: 0.4085\n", "Epoch 29/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 306ms/step - accuracy: 0.9132 - loss: 0.2414 - val_accuracy: 0.8662 - val_loss: 0.3487\n", "Epoch 30/30\n", "\u001b[1m105/105\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 302ms/step - accuracy: 0.9160 - loss: 0.2021 - val_accuracy: 0.8746 - val_loss: 0.3211\n" ] } ], "source": [ "# Compile and train the model\n", "model.compile(loss='sparse_categorical_crossentropy', optimizer='Adam', metrics=['accuracy'])\n", "history = model.fit(train_ds, validation_data=val_ds, epochs=30)" ] }, { "cell_type": "code", "execution_count": 78, "id": "1bea31cc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "metrics = history.history\n", "\n", "# plt.figure(figsize=(16, 6))\n", "plt.plot(metrics['accuracy'], label='train accuracy')\n", "plt.plot(metrics['val_accuracy'], label='val accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.legend()\n", "plt.savefig(\"training_accuracy.jpg\", dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 77, "id": "112576a5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(metrics['loss'], label='Train Loss')\n", "plt.plot(metrics['val_loss'], label='Val Loss')\n", "plt.title(\"Training Loss over Epochs\")\n", "plt.xlabel(\"Epoch\")\n", "plt.ylabel(\"Loss\")\n", "plt.legend()\n", "plt.savefig(\"training_loss.jpg\", dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 56, "id": "3340ca28", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m27/27\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 53ms/step - accuracy: 0.8790 - loss: 0.3272\n", "Test Accuracy: 0.87\n" ] } ], "source": [ "test_loss, test_acc = model.evaluate(val_ds)\n", "print(f\"Test Accuracy: {test_acc:.2f}\")" ] }, { "cell_type": "code", "execution_count": 57, "id": "ca1012a9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:5 out of the last 5 calls to .one_step_on_data_distributed at 0x000001FD22C5C4A0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 119ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 68ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 82ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 66ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 93ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 82ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 94ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 85ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 82ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 70ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 70ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 66ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 73ms/step\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step\n", "\u001b[1m1/1\u001b[0m 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837\n", " macro avg 0.85 0.87 0.86 837\n", " weighted avg 0.89 0.87 0.88 837\n", "\n" ] } ], "source": [ "# Classification Report\n", "print(classification_report(y_true, y_pred, target_names=classnames))" ] }, { "cell_type": "code", "execution_count": 59, "id": "9db4cbdd", "metadata": {}, "outputs": [], "source": [ "# Individual scores\n", "f1 = f1_score(y_true, y_pred, average='weighted')\n", "precision = precision_score(y_true, y_pred, average='weighted')\n", "recall = recall_score(y_true, y_pred, average='weighted')" ] }, { "cell_type": "code", "execution_count": 60, "id": "c0406201", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "F1 Score: 0.8773\n", "Precision: 0.8857\n", "Recall: 0.8746\n" ] } ], "source": [ "print(f\"F1 Score: {f1:.4f}\")\n", "print(f\"Precision: {precision:.4f}\")\n", "print(f\"Recall: {recall:.4f}\")" ] }, { "cell_type": "code", "execution_count": 61, "id": "f001dd9a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m27/27\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 52ms/step\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "d:\\Anaconda\\Lib\\site-packages\\keras\\src\\trainers\\epoch_iterator.py:160: UserWarning: Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches. You may need to use the `.repeat()` function when building your dataset.\n", " self._interrupted_warning()\n" ] } ], "source": [ "# Get true labels\n", "y_true = np.concatenate([y.numpy() for _, y in val_ds], axis=0)\n", "\n", "# Get model predictions\n", "y_probs = model.predict(val_ds)\n", "y_pred = np.argmax(y_probs, axis=1)" ] }, { "cell_type": "code", "execution_count": 63, "id": "19cd213d", "metadata": {}, "outputs": [], "source": [ "cm = confusion_matrix(y_true, y_pred)" ] }, { "cell_type": "code", "execution_count": 79, "id": "422601d1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n", " xticklabels=classnames, yticklabels=classnames)\n", "plt.xlabel('Predicted Label')\n", "plt.ylabel('True Label')\n", "plt.title('Confusion Matrix Heatmap')\n", "plt.savefig(\"confusion_matrix_heatmap.jpg\", dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 66, "id": "b475cf74", "metadata": {}, "outputs": [], "source": [ "# Export trained model\n", "model.save(\"model.keras\")" ] }, { "cell_type": "code", "execution_count": null, "id": "82e0d895", "metadata": {}, "outputs": [], "source": [ "# Add metrics to JSON file\n", "metrics = {\n", " \"loss\": test_loss,\n", " \"accuracy\": test_acc\n", "}\n", "\n", "# Export evaluation results as JSON file\n", "with open(\"evaluation_results.json\", \"w\") as f:\n", " json.dump(metrics, f, indent=4)" ] }, { "cell_type": "code", "execution_count": 70, "id": "179618d6", "metadata": {}, "outputs": [], "source": [ "# Generate report as dictionary\n", "report_dict = classification_report(\n", " y_true,\n", " y_pred,\n", " target_names=classnames,\n", " output_dict=True # <- key part for JSON saving\n", ")\n", "\n", "# Save to JSON\n", "with open(\"classification_report.json\", \"w\") as f:\n", " json.dump(report_dict, f, indent=4)" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }