{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qu__dOBwusq7", "outputId": "b15882f3-1cea-4c70-c442-4a75a736a81b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading cifake-real-and-ai-generated-synthetic-images.zip to /content\n", " 97% 101M/105M [00:03<00:00, 38.3MB/s] \n", "100% 105M/105M [00:03<00:00, 33.3MB/s]\n" ] } ], "source": [ "!kaggle datasets download -d birdy654/cifake-real-and-ai-generated-synthetic-images" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "ySUBHSOhvDk7" }, "outputs": [], "source": [ "!mkdir -p ~/ .kaggle\n", "!cp -r kaggle.json ~/ .kaggle/\n", "!chmod 600 ~/ .kaggle/kaggle.json" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "KjAa_7uzx3Aa" }, "outputs": [], "source": [ "!mv .kaggle /root/" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "6lYHpSCcyJlB" }, "outputs": [], "source": [ "import tensorflow as tf\n", "import os" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6uTs4d-RyN_V", "outputId": "0ad67969-b44c-434c-fab6-b5b8ed0c106c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Files extracted to /content/cifake-real-and-ai-generated-synthetic-images\n" ] } ], "source": [ "import zipfile\n", "\n", "zip_file_path = '/content/cifake-real-and-ai-generated-synthetic-images.zip'\n", "\n", "extract_path = '/content/cifake-real-and-ai-generated-synthetic-images'\n", "\n", "with zipfile.ZipFile(zip_file_path, 'r') as zip_ref:\n", " zip_ref.extractall(extract_path)\n", "\n", "print(f\"Files extracted to {extract_path}\")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "3lDZfHLcyj3G" }, "outputs": [], "source": [ "os.listdir('/content/cifake-real-and-ai-generated-synthetic-images/train/REAL')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "hMQb2N2ayyNj" }, "outputs": [], "source": [ "import tensorflow as tf\n", "import numpy as np\n", "from tensorflow.keras.preprocessing.image import img_to_array, load_img" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kORDfNjUzbtx", "outputId": "f1c29efd-d5b9-44e9-c6c2-33c6db01847e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 100000 files belonging to 2 classes.\n" ] } ], "source": [ "data = tf.keras.utils.image_dataset_from_directory('/content/cifake-real-and-ai-generated-synthetic-images/train', image_size=(128, 128))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "epvIh5fD-Itd" }, "outputs": [], "source": [ "for batch in data:\n", " images, labels = batch\n", "\n", " print(\"Image batch shape:\", images.shape)\n", " print(\"Label batch shape:\", labels)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "7ZVwnPiuz9vc" }, "outputs": [], "source": [ "data_iterator = data.as_numpy_iterator()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "tM8QInhr0C8u" }, "outputs": [], "source": [ "batch = data_iterator.next()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "5pGcSZmB0Yqr" }, "outputs": [], "source": [ "import cv2\n", "import imghdr\n", "from matplotlib import pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 165 }, "id": "bege2P_E0Fj0", "outputId": "a4f52bbc-953c-494c-9d96-8ad6eb50e55f" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=8, figsize=(10, 10))\n", "for idx, img in enumerate(batch[0][:8]):\n", " ax[idx].imshow(img.astype(int))\n", " ax[idx].title.set_text(batch[1][idx])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "9AnMzyOQ0UUO" }, "outputs": [], "source": [ "data = data.map(lambda x, y : (x/255, y))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "id": "rft6_zT60rFm" }, "outputs": [], "source": [ "scaled_it = data.as_numpy_iterator()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "5K4xz2no0xbY" }, "outputs": [], "source": [ "batch = scaled_it.next()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "id": "8AB4aRE40y9k" }, "outputs": [], "source": [ "train_size = int(len(data)*0.7)\n", "cv_size = int(len(data)*0.2)\n", "test_size = int(len(data)*0.1)+1" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "id": "OJoiRfsw00Lr" }, "outputs": [], "source": [ "train = data.take(train_size)\n", "cv = data.skip(train_size).take(cv_size)\n", "test = data.skip(train_size+cv_size).take(test_size)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "id": "xIIRao7e05uu" }, "outputs": [], "source": [ "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Flatten" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "id": "uAMNoH6a09xC" }, "outputs": [], "source": [ "model = Sequential()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "id": "Z_l0Jaya0-2y" }, "outputs": [], "source": [ "model.add(Conv2D(16, (4, 4), 1, activation='relu', input_shape=(128, 128, 3)))\n", "model.add(MaxPooling2D())\n", "\n", "model.add(Conv2D(32, (4, 4), 1, activation='relu'))\n", "model.add(MaxPooling2D())\n", "\n", "model.add(Conv2D(64, (4, 4), 1, activation='relu'))\n", "model.add(MaxPooling2D())\n", "\n", "model.add(Flatten())\n", "model.add(Dense(32, activation='relu'))\n", "model.add(Dense(2, activation='sigmoid'))" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "id": "ten7z2u11DfD" }, "outputs": [], "source": [ "model.compile('adam', loss = 'sparse_categorical_crossentropy', metrics=['accuracy'])" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kB26oSFJ1E8J", "outputId": "cc9e1a8f-7644-4e7e-9343-0c1a425a3645" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/5\n", "2187/2187 [==============================] - 75s 34ms/step - loss: 0.3732 - accuracy: 0.8314 - val_loss: 0.2721 - val_accuracy: 0.8895\n", "Epoch 2/5\n", "2187/2187 [==============================] - 52s 24ms/step - loss: 0.2298 - accuracy: 0.9077 - val_loss: 0.2188 - val_accuracy: 0.9114\n", "Epoch 3/5\n", "2187/2187 [==============================] - 52s 24ms/step - loss: 0.1894 - accuracy: 0.9242 - val_loss: 0.1959 - val_accuracy: 0.9216\n", "Epoch 4/5\n", "2187/2187 [==============================] - 52s 24ms/step - loss: 0.1666 - accuracy: 0.9338 - val_loss: 0.2048 - val_accuracy: 0.9197\n", "Epoch 5/5\n", "2187/2187 [==============================] - 72s 33ms/step - loss: 0.1434 - accuracy: 0.9440 - val_loss: 0.1825 - val_accuracy: 0.9283\n" ] } ], "source": [ "hist = model.fit(train, epochs=5, validation_data=cv)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 478 }, "id": "sL1BazQz1GOI", "outputId": "301e2ec1-3fd2-4c79-8943-32ed9cf24a7f" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "plt.plot(hist.history['loss'], color='blue', label='loss')\n", "plt.plot(hist.history['val_loss'], color='orange', label='cv_loss')\n", "fig.suptitle('Loss', fontsize=20)\n", "plt.legend(loc=\"upper left\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 478 }, "id": "PiWrXZcI5oIs", "outputId": "e39714b8-7da1-46a0-fbdd-a76c9779f03f" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "plt.plot(hist.history['accuracy'], color='blue', label='accuracy')\n", "plt.plot(hist.history['val_accuracy'], color='orange', label='cv_accuracy')\n", "fig.suptitle('Accuracy', fontsize=20)\n", "plt.legend(loc=\"upper left\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "usUtFJfh5z1r", "outputId": "debe40c2-45c4-45aa-92ad-8317588e3bbd" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.10/dist-packages/keras/src/engine/training.py:3103: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.\n", " saving_api.save_model(\n" ] } ], "source": [ "model.save('real-fake1.h5')" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "id": "VuLux2Ct6YCG" }, "outputs": [], "source": [ "from tensorflow.keras.metrics import Precision, Recall, BinaryAccuracy" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "id": "3Vcq7ZXT6jDT" }, "outputs": [], "source": [ "pre = Precision()\n", "rec = Recall()\n", "acc = BinaryAccuracy()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "zy_3BPL26mRW" }, "outputs": [], "source": [ "print(f'Precision: {pre.result().numpy()}, Recall: {rec.result().numpy()}, Accuracy: {acc.result().numpy()}')" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "id": "eDQrU75O621H" }, "outputs": [], "source": [ "from tensorflow.keras.models import load_model" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "id": "mA9Ul2i-67f0" }, "outputs": [], "source": [ "model = load_model('/content/real-fake1.h5')" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 430 }, "id": "BBkG32D66__R", "outputId": "7c837558-72b4-47ff-ef32-9f87dcf51d76" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img = cv2.imread('/content/cifake-real-and-ai-generated-synthetic-images/test/FAKE/456 (5).jpg')\n", "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", "plt.imshow(img)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "X1qYEzqg7JZK" }, "outputs": [], "source": [ "os.listdir('/content/cifake-real-and-ai-generated-synthetic-images/test/FAKE')" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "id": "tlU7ymrb7Kvt" }, "outputs": [], "source": [ "resize = tf.image.resize(img, (128, 128))" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wxf2QPOa7WH4", "outputId": "8e1d51ed-8052-4f91-fc8e-7f956d7c520b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/1 [==============================] - 0s 162ms/step\n" ] } ], "source": [ "y_pred = model.predict(np.expand_dims(resize/255, 0))" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gf_we4MX7YuM", "outputId": "86cfb175-4fd5-4b95-bf48-d4238e0e2eed" }, "outputs": [ { "data": { "text/plain": [ "array([[0.7725558 , 0.11310796]], dtype=float32)" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }