Datasets:
Tasks:
Object Detection
Modalities:
Image
Formats:
imagefolder
Languages:
English
Size:
1K - 10K
License:
File size: 38,740 Bytes
223495d |
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{
"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"
]
}
],
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|