test_pd_village_tflite.ipynb

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      "nbconvert_exporter": "python",
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    "kaggle": {
      "accelerator": "none",
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          "sourceId": 1438,
          "databundleVersionId": 4906152,
          "modelInstanceId": 1211
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      "language": "python",
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    "colab": {
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      "gpuType": "T4",
      "include_colab_link": true
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/spsaswat/plantdis/blob/main/test_pd_village_tflite.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# the tflite can be downloaded at: https://www.kaggle.com/models/rishitdagli/plant-disease/tfLite\n",
        "\n",
        "#the dataset's link: https://drive.google.com/uc?id=1hoLwgLFsU6Y0hngl_iH6nSDHtrdDzd_A\n",
        "\n",
        "\n",
        "\n",
        "from google.colab import drive\n",
        "import os\n",
        "import gdown\n",
        "\n",
        "# Mount Google Drive\n",
        "drive.mount('/content/drive')\n",
        "\n",
        "# Download the TensorFlow Lite model using gdown\n",
        "tflite_url = 'https://drive.google.com/uc?id=1hoLwgLFsU6Y0hngl_iH6nSDHtrdDzd_A'  # Replace with the tflite model link\n",
        "tflite_model_path = '/content/pd_village.tflite'\n",
        "gdown.download(tflite_url, tflite_model_path, quiet=False)\n",
        "\n",
        "# Check the contents of the drive to ensure the dataset is accessible\n",
        "!ls /content/drive/My\\ Drive/Colab\\ Notebooks/Plant_leave_diseases_dataset_sampled\n",
        "\n",
        "import tensorflow as tf\n",
        "import numpy as np\n",
        "from PIL import Image\n",
        "import os\n",
        "\n",
        "# Load the TensorFlow Lite model\n",
        "interpreter = tf.lite.Interpreter(model_path=tflite_model_path)\n",
        "\n",
        "# Allocate tensors\n",
        "interpreter.allocate_tensors()\n",
        "\n",
        "# Get input and output details\n",
        "input_details = interpreter.get_input_details()\n",
        "output_details = interpreter.get_output_details()\n",
        "\n",
        "print(\"Input details:\", input_details)\n",
        "print(\"Output details:\", output_details)\n",
        "\n",
        "# Function to preprocess the input image\n",
        "def preprocess_image(image_path):\n",
        "    img = Image.open(image_path).resize((224, 224))\n",
        "    img = np.array(img).astype(np.float32) / 255.0  # Normalize to [0, 1]\n",
        "    return np.expand_dims(img, axis=0)  # Add batch dimension\n",
        "\n",
        "# Path to the sampled dataset directory in Google Drive\n",
        "dataset_dir = '/content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled'\n",
        "\n",
        "# List of class names (folder names)\n",
        "class_names = [\n",
        "    'Apple___Apple_scab', 'Apple___Black_rot', 'Apple___Cedar_apple_rust', 'Apple___healthy',\n",
        "    'Blueberry___healthy', 'Cherry___healthy', 'Cherry___Powdery_mildew',\n",
        "    'Corn___Cercospora_leaf_spot Gray_leaf_spot', 'Corn___Common_rust', 'Corn___healthy',\n",
        "    'Corn___Northern_Leaf_Blight', 'Grape___Black_rot', 'Grape___Esca_(Black_Measles)',\n",
        "    'Grape___healthy', 'Grape___Leaf_blight_(Isariopsis_Leaf_Spot)',\n",
        "    'Orange___Haunglongbing_(Citrus_greening)', 'Peach___Bacterial_spot', 'Peach___healthy',\n",
        "    'Pepper,_bell___Bacterial_spot', 'Pepper,_bell___healthy', 'Potato___Early_blight',\n",
        "    'Potato___healthy', 'Potato___Late_blight', 'Raspberry___healthy', 'Soybean___healthy',\n",
        "    'Squash___Powdery_mildew', 'Strawberry___healthy', 'Strawberry___Leaf_scorch',\n",
        "    'Tomato___Bacterial_spot', 'Tomato___Early_blight', 'Tomato___healthy',\n",
        "    'Tomato___Late_blight', 'Tomato___Leaf_Mold', 'Tomato___Septoria_leaf_spot',\n",
        "    'Tomato___Spider_mites Two-spotted_spider_mite', 'Tomato___Target_Spot',\n",
        "    'Tomato___Tomato_mosaic_virus', 'Tomato___Tomato_Yellow_Leaf_Curl_Virus'\n",
        "]\n",
        "\n",
        "# Counters for correct and incorrect predictions\n",
        "correct_count = 0\n",
        "incorrect_count = 0\n",
        "total_images = 0\n",
        "\n",
        "# Iterate through each class folder\n",
        "for class_name in class_names:\n",
        "    class_folder_path = os.path.join(dataset_dir, class_name)\n",
        "\n",
        "    if os.path.isdir(class_folder_path):\n",
        "        for image_name in os.listdir(class_folder_path):\n",
        "            image_path = os.path.join(class_folder_path, image_name)\n",
        "\n",
        "            # Preprocess the image\n",
        "            preprocessed_image = preprocess_image(image_path)\n",
        "\n",
        "            # Set the input tensor\n",
        "            interpreter.set_tensor(input_details[0]['index'], preprocessed_image)\n",
        "\n",
        "            # Invoke the interpreter\n",
        "            interpreter.invoke()\n",
        "\n",
        "            # Get the output tensor\n",
        "            output_data = interpreter.get_tensor(output_details[0]['index'])\n",
        "            logits = output_data[0]\n",
        "\n",
        "            # Get the predicted class index\n",
        "            predicted_class_index = np.argmax(logits)\n",
        "            predicted_class_name = class_names[predicted_class_index]\n",
        "\n",
        "            # Compare the predicted class with the actual class\n",
        "            if predicted_class_name == class_name:\n",
        "                correct_count += 1\n",
        "            else:\n",
        "                incorrect_count += 1\n",
        "\n",
        "            # Print the result\n",
        "            print(f\"Image: {image_path}\")\n",
        "            print(f\"Actual label: {class_name}\")\n",
        "            print(f\"Predicted label: {predicted_class_name}\")\n",
        "            print(f\"Correct: {predicted_class_name == class_name}\\n\")\n",
        "\n",
        "            total_images += 1\n",
        "\n",
        "# Print the final results\n",
        "print(f\"Total images: {total_images}\")\n",
        "print(f\"Correct predictions: {correct_count}\")\n",
        "print(f\"Incorrect predictions: {incorrect_count}\")\n",
        "print(f\"Accuracy: {correct_count / (correct_count + incorrect_count):.2f}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "t-gyTTiRUy45",
        "outputId": "a3e39dd5-ed09-4f7f-b8e9-567fdb23f50c"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1hoLwgLFsU6Y0hngl_iH6nSDHtrdDzd_A\n",
            "To: /content/pd_village.tflite\n",
            "100%|██████████| 13.0M/13.0M [00:00<00:00, 24.2MB/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            " Apple___Apple_scab\t\t\t       Pepper,_bell___healthy\n",
            " Apple___Black_rot\t\t\t       Potato___Early_blight\n",
            " Apple___Cedar_apple_rust\t\t       Potato___healthy\n",
            " Apple___healthy\t\t\t       Potato___Late_blight\n",
            " Blueberry___healthy\t\t\t       Raspberry___healthy\n",
            " Cherry___healthy\t\t\t       Soybean___healthy\n",
            " Cherry___Powdery_mildew\t\t       Squash___Powdery_mildew\n",
            "'Corn___Cercospora_leaf_spot Gray_leaf_spot'   Strawberry___healthy\n",
            " Corn___Common_rust\t\t\t       Strawberry___Leaf_scorch\n",
            " Corn___healthy\t\t\t\t       Tomato___Bacterial_spot\n",
            " Corn___Northern_Leaf_Blight\t\t       Tomato___Early_blight\n",
            " Grape___Black_rot\t\t\t       Tomato___healthy\n",
            "'Grape___Esca_(Black_Measles)'\t\t       Tomato___Late_blight\n",
            " Grape___healthy\t\t\t       Tomato___Leaf_Mold\n",
            "'Grape___Leaf_blight_(Isariopsis_Leaf_Spot)'   Tomato___Septoria_leaf_spot\n",
            "'Orange___Haunglongbing_(Citrus_greening)'    'Tomato___Spider_mites Two-spotted_spider_mite'\n",
            " Peach___Bacterial_spot\t\t\t       Tomato___Target_Spot\n",
            " Peach___healthy\t\t\t       Tomato___Tomato_mosaic_virus\n",
            " Pepper,_bell___Bacterial_spot\t\t       Tomato___Tomato_Yellow_Leaf_Curl_Virus\n",
            "Input details: [{'name': 'serving_default_input_2:0', 'index': 0, 'shape': array([  1, 224, 224,   3], dtype=int32), 'shape_signature': array([ -1, 224, 224,   3], dtype=int32), 'dtype': <class 'numpy.float32'>, 'quantization': (0.0, 0), 'quantization_parameters': {'scales': array([], dtype=float32), 'zero_points': array([], dtype=int32), 'quantized_dimension': 0}, 'sparsity_parameters': {}}]\n",
            "Output details: [{'name': 'StatefulPartitionedCall:0', 'index': 92, 'shape': array([ 1, 38], dtype=int32), 'shape_signature': array([-1, 38], dtype=int32), 'dtype': <class 'numpy.float32'>, 'quantization': (0.0, 0), 'quantization_parameters': {'scales': array([], dtype=float32), 'zero_points': array([], dtype=int32), 'quantized_dimension': 0}, 'sparsity_parameters': {}}]\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (929).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (343).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (221).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (209).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (621).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___healthy\n",
            "Correct: False\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (688).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (772).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (44).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Pepper,_bell___Bacterial_spot\n",
            "Correct: False\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (227).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (65).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (602).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (264).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (885).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (420).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (201).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (643).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (394).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (116).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (306).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (349).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (100).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (814).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (215).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (367).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___healthy\n",
            "Correct: False\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (240).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___healthy\n",
            "Correct: False\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (495).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (313).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (154).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (496).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (507).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (127).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (31).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___healthy\n",
            "Correct: False\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (992).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (113).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___healthy\n",
            "Correct: False\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (815).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (406).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (969).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (649).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___healthy\n",
            "Correct: False\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (836).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (74).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (3).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (760).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (579).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (151).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (515).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (825).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (880).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (913).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (123).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (404).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Potato___Early_blight\n",
            "Correct: False\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (156).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (751).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (61).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (575).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (158).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (943).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (490).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (919).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (454).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (141).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (965).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (189).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (955).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (60).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (400).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (251).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (738).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (601).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (376).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___Apple_scab\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Apple_scab/image (386).JPG\n",
            "Actual label: Apple___Apple_scab\n",
            "Predicted label: Apple___healthy\n",
            "Correct: False\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (195).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (758).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (511).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (568).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (940).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (449).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (201).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (943).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (156).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (503).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (770).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (739).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (592).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (117).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (126).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (898).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (285).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (953).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (915).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (64).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (536).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (344).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (643).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (807).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n",
            "Image: /content/drive/My Drive/Colab Notebooks/Plant_leave_diseases_dataset_sampled/Apple___Black_rot/image (445).JPG\n",
            "Actual label: Apple___Black_rot\n",
            "Predicted label: Apple___Black_rot\n",
            "Correct: True\n",
            "\n"
          ]
        },
        {
          "output_type": "error",
          "ename": "KeyboardInterrupt",
          "evalue": "",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-5-92ba993b3a5c>\u001b[0m in \u001b[0;36m<cell line: 66>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     72\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     73\u001b[0m             \u001b[0;31m# Preprocess the image\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 74\u001b[0;31m             \u001b[0mpreprocessed_image\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpreprocess_image\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     75\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     76\u001b[0m             \u001b[0;31m# Set the input tensor\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m<ipython-input-5-92ba993b3a5c>\u001b[0m in \u001b[0;36mpreprocess_image\u001b[0;34m(image_path)\u001b[0m\n\u001b[1;32m     34\u001b[0m \u001b[0;31m# Function to preprocess the input image\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     35\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mpreprocess_image\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 36\u001b[0;31m     \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m224\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m224\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     37\u001b[0m     \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloat32\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m255.0\u001b[0m  \u001b[0;31m# Normalize to [0, 1]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     38\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpand_dims\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# Add batch dimension\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/PIL/Image.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(fp, mode, formats)\u001b[0m\n\u001b[1;32m   3234\u001b[0m         \u001b[0mexclusive_fp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3235\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3236\u001b[0;31m     \u001b[0mprefix\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m16\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3237\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3238\u001b[0m     \u001b[0mpreinit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
          ]
        }
      ]
    }
  ]
}