{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Check for the corrections in the augmented data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "\n", "import os\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 'all_purpose_flour_annotated': Perfect\n", "Class 'almonds_annotated': Perfect\n", "Class 'apple_annotated': Perfect\n", "Class 'apricot_annotated': Perfect\n", "Class 'asparagus_annotated': Perfect\n", "Class 'avocado_annotated': Perfect\n", "Class 'bacon_annotated': Perfect\n", "Class 'banana_annotated': Perfect\n", "Class 'barley_annotated': Perfect\n", "Class 'basil_annotated': Perfect\n", "Class 'basmati_rice_annotated': Perfect\n", "Class 'beans_annotated': Perfect\n", "Class 'beef_annotated': Perfect\n", "Class 'beets_annotated': Perfect\n", "Class 'bell_pepper_annotated': Perfect\n", "Class 'berries_annotated': Perfect\n", "Class 'biscuits_annotated': Perfect\n", "Class 'blackberries_annotated': Perfect\n", "Class 'black_pepper_annotated': Perfect\n", "Class 'blueberries_annotated': Perfect\n", "Class 'bread_annotated': Perfect\n", "Class 'bread_crumbs_annotated': Perfect\n", "Class 'bread_flour_annotated': Perfect\n", "Class 'broccoli_annotated': Perfect\n", "Class 'brownie_mix_annotated': Perfect\n", "Class 'brown_rice_annotated': Perfect\n", "Class 'butter_annotated': Perfect\n", "Class 'cabbage_annotated': Perfect\n", "Class 'cake_annotated': Perfect\n", "Class 'cardamom_annotated': Perfect\n", "Class 'carrot_annotated': Perfect\n", "Class 'cashews_annotated': Perfect\n", "Class 'cauliflower_annotated': Perfect\n", "Class 'celery_annotated': Perfect\n", "Class 'cereal_annotated': Perfect\n", "Class 'cheese_annotated': Perfect\n", "Class 'cherries_annotated': Perfect\n", "Class 'chicken_annotated': Perfect\n", "Class 'chickpeas_annotated': Perfect\n", "Class 'chocolate_annotated': Perfect\n", "Class 'chocolate_chips_annotated': Perfect\n", "Class 'chocolate_syrup_annotated': Perfect\n", "Class 'cilantro_annotated': Perfect\n", "Class 'cinnamon_annotated': Perfect\n", "Class 'clove_annotated': Perfect\n", "Class 'cocoa_powder_annotated': Perfect\n", "Class 'coconut_annotated': Perfect\n", "Class 'cookies_annotated': Perfect\n", "Class 'corn_annotated': Perfect\n", "Class 'cucumber_annotated': Perfect\n", "Class 'dates_annotated': Perfect\n", "Class 'eggplant_annotated': Perfect\n", "Class 'eggs_annotated': Perfect\n", "Class 'fish_annotated': Perfect\n", "Class 'garlic_annotated': Perfect\n", "Class 'ginger_annotated': Perfect\n", "Class 'grapes_annotated': Perfect\n", "Class 'honey_annotated': Perfect\n", "Class 'jalapeno_annotated': Perfect\n", "Class 'kidney_beans_annotated': Perfect\n", "Class 'lemon_annotated': Perfect\n", "Class 'mango_annotated': Perfect\n", "Class 'marshmallows_annotated': Perfect\n", "Class 'milk_annotated': Perfect\n", "Class 'mint_annotated': Perfect\n", "Class 'muffins_annotated': Perfect\n", "Class 'mushroom_annotated': Perfect\n", "Class 'noodles_annotated': Perfect\n", "Class 'nuts_annotated': Perfect\n", "Class 'oats_annotated': Perfect\n", "Class 'okra_annotated': Perfect\n", "Class 'olive_annotated': Perfect\n", "Class 'onion_annotated': Perfect\n", "Class 'orange_annotated': Perfect\n", "Class 'oreo_cookies_annotated': Perfect\n", "Class 'pasta_annotated': Perfect\n", "Class 'pear_annotated': Perfect\n", "Class 'pepper_annotated': Perfect\n", "Class 'pineapple_annotated': Perfect\n", "Class 'pistachios_annotated': Perfect\n", "Class 'pork_annotated': Perfect\n", "Class 'potato_annotated': Perfect\n", "Class 'pumpkin_annotated': Perfect\n", "Class 'radishes_annotated': Perfect\n", "Class 'raisins_annotated': Perfect\n", "Class 'red_chilies_annotated': Discrepancies Found\n", " Missing JPG files for: Image_21\n", " Non-JPG/XML files: Image_21.JPG\n", "Class 'rice_annotated': Discrepancies Found\n", " Missing JPG files for: Image_30\n", " Non-JPG/XML files: Image_30.JPG\n", "Class 'rosemary_annotated': Discrepancies Found\n", " Missing JPG files for: Image_26\n", " Non-JPG/XML files: Image_26.JPG\n", "Class 'salmon_annotated': Perfect\n", "Class 'salt_annotated': Perfect\n", "Class 'shrimp_annotated': Discrepancies Found\n", " Missing JPG files for: Image_16, Image_17\n", " Non-JPG/XML files: Image_16.JPG, Image_17.JPG\n", "Class 'spinach_annotated': Discrepancies Found\n", " Missing JPG files for: Image_27\n", " Non-JPG/XML files: Image_27.JPG\n", "Class 'strawberries_annotated': Discrepancies Found\n", " Missing JPG files for: Image_10, Image_20\n", " Non-JPG/XML files: Image_10.JPG, Image_20.JPG\n", "Class 'sugar_annotated': Perfect\n", "Class 'sweet_potato_annotated': Discrepancies Found\n", " Missing JPG files for: Image_15, Image_21\n", " Non-JPG/XML files: Image_15.JPG, Image_21.JPG\n", "Class 'tomato_annotated': Perfect\n", "Class 'vanilla_ice_cream_annotated': Discrepancies Found\n", " Missing JPG files for: Image_12, Image_15, Image_17, Image_20\n", " Non-JPG/XML files: Image_12.JPG, Image_15.JPG, Image_17.JPG, Image_20.JPG\n", "Class 'walnuts_annotated': Perfect\n", "Class 'watermelon_annotated': Perfect\n", "Class 'yogurt_annotated': Perfect\n" ] } ], "source": [ "\n", "\n", "def check_dataset_integrity(dataset_directory):\n", " for class_name in os.listdir(dataset_directory):\n", " class_path = os.path.join(dataset_directory, class_name)\n", " if os.path.isdir(class_path):\n", " jpg_files = set()\n", " xml_files = set()\n", " other_files = set()\n", "\n", " # Collect file names for each extension\n", " for file_name in os.listdir(class_path):\n", " if file_name.endswith('.jpg'):\n", " jpg_files.add(os.path.splitext(file_name)[0])\n", " elif file_name.endswith('.xml'):\n", " xml_files.add(os.path.splitext(file_name)[0])\n", " else:\n", " other_files.add(file_name)\n", "\n", " # Check for discrepancies\n", " missing_xmls = jpg_files - xml_files\n", " missing_jpgs = xml_files - jpg_files\n", " is_perfect = len(missing_xmls) == 0 and len(missing_jpgs) == 0 and len(other_files) == 0\n", "\n", " # Report\n", " print(f\"Class '{class_name}':\", \"Perfect\" if is_perfect else \"Discrepancies Found\")\n", " if missing_xmls:\n", " print(f\" Missing XML files for: {', '.join(sorted(missing_xmls))}\")\n", " if missing_jpgs:\n", " print(f\" Missing JPG files for: {', '.join(sorted(missing_jpgs))}\")\n", " if other_files:\n", " print(f\" Non-JPG/XML files: {', '.join(sorted(other_files))}\")\n", " else:\n", " print(f\"'{class_name}' is not a directory. Skipping.\")\n", "\n", "# Specify the path to the dataset directory\n", "dataset_directory = r'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated'\n", "check_dataset_integrity(dataset_directory)\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "def count_files_in_classes(dataset_directory):\n", " # Iterate over all items in dataset_directory\n", " for item in os.listdir(dataset_directory):\n", " item_path = os.path.join(dataset_directory, item)\n", " # Check if the item is a directory\n", " if os.path.isdir(item_path):\n", " # List all files in the directory\n", " files = [f for f in os.listdir(item_path) if os.path.isfile(os.path.join(item_path, f))]\n", " # Print the count of files\n", " if len(files) < 100:\n", " print(f\"{item}: {len(files)} files\")\n", "\n", "dataset_directory = r'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated'\n", "count_files_in_classes(dataset_directory)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\all_purpose_flour_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\all_purpose_flour'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\almonds_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\almonds'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\apple_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\apple'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\apricot_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\apricot'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\asparagus_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\asparagus'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\avocado_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\avocado'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\bacon_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\bacon'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\banana_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\banana'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\barley_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\barley'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\basil_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\basil'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\basmati_rice_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\basmati_rice'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\beans_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\beans'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\beef_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\beef'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\beets_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\beets'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\bell_pepper_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\bell_pepper'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\berries_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\berries'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\biscuits_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\biscuits'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\blackberries_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\blackberries'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\black_pepper_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\black_pepper'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\blueberries_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\blueberries'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\bread_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\bread'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\bread_crumbs_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\bread_crumbs'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\bread_flour_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\bread_flour'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\broccoli_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\broccoli'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\brownie_mix_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\brownie_mix'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\brown_rice_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\brown_rice'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\butter_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\butter'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cabbage_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cabbage'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cake_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cake'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cardamom_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cardamom'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\carrot_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\carrot'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cashews_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cashews'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cauliflower_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cauliflower'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\celery_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\celery'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cereal_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cereal'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cheese_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cheese'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cherries_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cherries'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\chicken_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\chicken'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\chickpeas_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\chickpeas'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\chocolate_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\chocolate'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\chocolate_chips_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\chocolate_chips'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\chocolate_syrup_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\chocolate_syrup'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cilantro_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cilantro'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cinnamon_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cinnamon'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\clove_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\clove'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cocoa_powder_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cocoa_powder'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\coconut_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\coconut'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cookies_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cookies'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\corn_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\corn'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cucumber_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\cucumber'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\dates_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\dates'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\eggplant_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\eggplant'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\eggs_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\eggs'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\fish_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\fish'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\garlic_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\garlic'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\ginger_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\ginger'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\grapes_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\grapes'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\honey_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\honey'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\jalapeno_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\jalapeno'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\kidney_beans_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\kidney_beans'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\lemon_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\lemon'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\mango_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\mango'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\marshmallows_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\marshmallows'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\milk_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\milk'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\mint_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\mint'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\muffins_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\muffins'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\mushroom_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\mushroom'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\noodles_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\noodles'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\nuts_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\nuts'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\oats_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\oats'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\okra_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\okra'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\olive_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\olive'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\onion_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\onion'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\orange_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\orange'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\oreo_cookies_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\oreo_cookies'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pasta_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pasta'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pear_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pear'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pepper_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pepper'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pineapple_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pineapple'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pistachios_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pistachios'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pork_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pork'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\potato_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\potato'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pumpkin_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\pumpkin'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\radishes_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\radishes'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\raisins_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\raisins'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\red_chilies_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\red_chilies'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\rice_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\rice'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\rosemary_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\rosemary'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\salmon_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\salmon'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\salt_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\salt'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\shrimp_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\shrimp'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\spinach_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\spinach'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\strawberries_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\strawberries'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\sugar_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\sugar'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\sweet_potato_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\sweet_potato'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\tomato_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\tomato'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\vanilla_ice_cream_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\vanilla_ice_cream'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\walnuts_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\walnuts'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\watermelon_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\watermelon'.\n", "Renamed 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\yogurt_annotated' to 'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated\\yogurt'.\n", "Directory renaming completed.\n" ] } ], "source": [ "def rename_directories(base_dir):\n", " for dirname in os.listdir(base_dir):\n", " if dirname.endswith('_annotated'):\n", " original_dir_path = os.path.join(base_dir, dirname)\n", " new_dirname = dirname.replace('_annotated', '')\n", " new_dir_path = os.path.join(base_dir, new_dirname)\n", " \n", " # Check if the target directory already exists\n", " if os.path.exists(new_dir_path):\n", " print(f\"Target directory '{new_dir_path}' already exists. Skipping '{dirname}'.\")\n", " continue\n", " \n", " os.rename(original_dir_path, new_dir_path)\n", " print(f\"Renamed '{original_dir_path}' to '{new_dir_path}'.\")\n", "\n", "# Specify the base directory containing the class directories to be renamed\n", "base_dir = r'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated'\n", "rename_directories(base_dir)\n", "\n", "print(\"Directory renaming completed.\")\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 'all_purpose_flour': Perfect\n", "Class 'almonds': Perfect\n", "Class 'apple': Perfect\n", "Class 'apricot': Perfect\n", "Class 'asparagus': Perfect\n", "Class 'avocado': Perfect\n", "Class 'bacon': Perfect\n", "Class 'banana': Perfect\n", "Class 'barley': Perfect\n", "Class 'basil': Perfect\n", "Class 'basmati_rice': Perfect\n", "Class 'beans': Perfect\n", "Class 'beef': Perfect\n", "Class 'beets': Perfect\n", "Class 'bell_pepper': Perfect\n", "Class 'berries': Perfect\n", "Class 'biscuits': Perfect\n", "Class 'blackberries': Perfect\n", "Class 'black_pepper': Perfect\n", "Class 'blueberries': Perfect\n", "Class 'bread': Perfect\n", "Class 'bread_crumbs': Perfect\n", "Class 'bread_flour': Perfect\n", "Class 'broccoli': Perfect\n", "Class 'brownie_mix': Perfect\n", "Class 'brown_rice': Perfect\n", "Class 'butter': Perfect\n", "Class 'cabbage': Perfect\n", "Class 'cake': Perfect\n", "Class 'cardamom': Perfect\n", "Class 'carrot': Perfect\n", "Class 'cashews': Perfect\n", "Class 'cauliflower': Perfect\n", "Class 'celery': Perfect\n", "Class 'cereal': Perfect\n", "Class 'cheese': Perfect\n", "Class 'cherries': Perfect\n", "Class 'chicken': Perfect\n", "Class 'chickpeas': Perfect\n", "Class 'chocolate': Perfect\n", "Class 'chocolate_chips': Perfect\n", "Class 'chocolate_syrup': Perfect\n", "Class 'cilantro': Perfect\n", "Class 'cinnamon': Perfect\n", "Class 'clove': Perfect\n", "Class 'cocoa_powder': Perfect\n", "Class 'coconut': Perfect\n", "Class 'cookies': Perfect\n", "Class 'corn': Perfect\n", "Class 'cucumber': Perfect\n", "Class 'dates': Perfect\n", "Class 'eggplant': Perfect\n", "Class 'eggs': Perfect\n", "Class 'fish': Perfect\n", "Class 'garlic': Perfect\n", "Class 'ginger': Perfect\n", "Class 'grapes': Perfect\n", "Class 'honey': Perfect\n", "Class 'jalapeno': Perfect\n", "Class 'kidney_beans': Perfect\n", "Class 'lemon': Perfect\n", "Class 'mango': Perfect\n", "Class 'marshmallows': Perfect\n", "Class 'milk': Perfect\n", "Class 'mint': Perfect\n", "Class 'muffins': Perfect\n", "Class 'mushroom': Perfect\n", "Class 'noodles': Perfect\n", "Class 'nuts': Perfect\n", "Class 'oats': Perfect\n", "Class 'okra': Perfect\n", "Class 'olive': Perfect\n", "Class 'onion': Perfect\n", "Class 'orange': Perfect\n", "Class 'oreo_cookies': Perfect\n", "Class 'pasta': Perfect\n", "Class 'pear': Perfect\n", "Class 'pepper': Perfect\n", "Class 'pineapple': Perfect\n", "Class 'pistachios': Perfect\n", "Class 'pork': Perfect\n", "Class 'potato': Perfect\n", "Class 'pumpkin': Perfect\n", "Class 'radishes': Perfect\n", "Class 'raisins': Perfect\n", "Class 'red_chilies': Perfect\n", "Class 'rice': Perfect\n", "Class 'rosemary': Perfect\n", "Class 'salmon': Perfect\n", "Class 'salt': Perfect\n", "Class 'shrimp': Perfect\n", "Class 'spinach': Perfect\n", "Class 'strawberries': Perfect\n", "Class 'sugar': Perfect\n", "Class 'sweet_potato': Perfect\n", "Class 'tomato': Perfect\n", "Class 'vanilla_ice_cream': Perfect\n", "Class 'walnuts': Perfect\n", "Class 'watermelon': Perfect\n", "Class 'yogurt': Perfect\n" ] } ], "source": [ "\n", "\n", "def check_dataset_integrity(dataset_directory):\n", " for class_name in os.listdir(dataset_directory):\n", " class_path = os.path.join(dataset_directory, class_name)\n", " if os.path.isdir(class_path):\n", " jpg_files = set()\n", " xml_files = set()\n", " other_files = set()\n", "\n", " # Collect file names for each extension\n", " for file_name in os.listdir(class_path):\n", " if file_name.endswith('.jpg'):\n", " jpg_files.add(os.path.splitext(file_name)[0])\n", " elif file_name.endswith('.xml'):\n", " xml_files.add(os.path.splitext(file_name)[0])\n", " else:\n", " other_files.add(file_name)\n", "\n", " # Check for discrepancies\n", " missing_xmls = jpg_files - xml_files\n", " missing_jpgs = xml_files - jpg_files\n", " is_perfect = len(missing_xmls) == 0 and len(missing_jpgs) == 0 and len(other_files) == 0\n", "\n", " # Report\n", " print(f\"Class '{class_name}':\", \"Perfect\" if is_perfect else \"Discrepancies Found\")\n", " if missing_xmls:\n", " print(f\" Missing XML files for: {', '.join(sorted(missing_xmls))}\")\n", " if missing_jpgs:\n", " print(f\" Missing JPG files for: {', '.join(sorted(missing_jpgs))}\")\n", " if other_files:\n", " print(f\" Non-JPG/XML files: {', '.join(sorted(other_files))}\")\n", " else:\n", " print(f\"'{class_name}' is not a directory. Skipping.\")\n", "\n", "# Specify the path to the dataset directory\n", "dataset_directory = r'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated'\n", "check_dataset_integrity(dataset_directory)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "All class names from 'Final_classes.txt' match the dataset directories perfectly.\n" ] } ], "source": [ "import os\n", "\n", "# Path to the directory containing the class directories\n", "dataset_dir = r'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\initial_data_annotated'\n", "\n", "# Path to the file containing the final class names\n", "classes_file = r'C:\\Users\\Kiyo\\Desktop\\DL\\Project\\image_data\\Final_classes.txt'\n", "\n", "# Load class names from file\n", "with open(classes_file, 'r') as f:\n", " class_names = {line.strip() for line in f}\n", "\n", "# List directory names in the dataset\n", "dataset_dirs = {d for d in os.listdir(dataset_dir) if os.path.isdir(os.path.join(dataset_dir, d))}\n", "\n", "# Find discrepancies\n", "missing_dirs = class_names - dataset_dirs\n", "extra_dirs = dataset_dirs - class_names\n", "\n", "# Report results\n", "if not missing_dirs and not extra_dirs:\n", " print(\"All class names from 'Final_classes.txt' match the dataset directories perfectly.\")\n", "else:\n", " if missing_dirs:\n", " print(f\"Missing directories for these classes: {', '.join(sorted(missing_dirs))}\")\n", " if extra_dirs:\n", " print(f\"Extra directories in the dataset not listed in 'Final_classes.txt': {', '.join(sorted(extra_dirs))}\")\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 2 }