{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nfrom PIL import Image\nfrom tqdm.notebook import tqdm","metadata":{"execution":{"iopub.status.busy":"2022-03-22T14:34:38.294655Z","iopub.execute_input":"2022-03-22T14:34:38.295123Z","iopub.status.idle":"2022-03-22T14:34:38.388329Z","shell.execute_reply.started":"2022-03-22T14:34:38.295016Z","shell.execute_reply":"2022-03-22T14:34:38.387307Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Scale images to square format without distorting proportions\n\nThis notebook scales all images to a square format so that the images can be fed well into the usual neural networks without distorting the proportions of the clothes.\n\nThe margins are automatically filled with content from the source image to avoid disturbing borders.\n\nYou can set the size (`TARGET_SIZE`) and compression quality (`JPEG_QUALITY`) of the resulting images.\n\nDepending on the target size and system load the runtime is about 0.5-3 hours.\n\nThe scaled images will be saved in `/kaggle/working/images_224x224` (for a target size of 224) with the same directory structure as the original images and a zip file.","metadata":{}},{"cell_type":"markdown","source":"### Original\n![image.png](attachment:99102e6d-47c6-4a37-8f10-a00388d7a83b.png)\n\n### Resized to square format\n![image.png](attachment:98d2eeb0-2a01-4322-875d-5d6ebf4ac7bc.png)","metadata":{},"attachments":{"98d2eeb0-2a01-4322-875d-5d6ebf4ac7bc.png":{"image/png":"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"},"99102e6d-47c6-4a37-8f10-a00388d7a83b.png":{"image/png":"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"}}},{"cell_type":"code","source":"def resize_to_square(source_image_path, target_size=224):\n    source_image = Image.open(source_image_path, 'r')\n    source_width = source_image.size[0]\n    source_height = source_image.size[1]\n    \n    # scale image keeping the aspect ratio\n    if source_width > source_height:\n        scaled_width = target_size\n        scaled_height = round(scaled_width*source_height/source_width)\n    else:\n        scaled_height = target_size\n        scaled_width = round(scaled_height*source_width/source_height)\n    scaled_image = source_image.resize((scaled_width, scaled_height))\n    \n    # place the scaled image in the center of the target square image.\n    scaled_img_x = round((target_size - scaled_width)/2)\n    scaled_img_y = round((target_size - scaled_height)/2)\n    target_image = Image.new(mode=\"RGB\", size=(target_size, target_size))\n    target_image.paste(scaled_image, (scaled_img_x, scaled_img_y))\n\n    # fill margins to avoid disturbing borders\n    if scaled_img_x > 0:\n        # fill the left and right margin (aspect ratio of source is vertical)\n        left_region = scaled_image.crop((0, 0, 1, scaled_height)).resize((scaled_img_x, scaled_height))\n        target_image.paste(left_region, (0, 0))\n        right_region = scaled_image.crop((scaled_width-1, 0, scaled_width, scaled_height)).resize((target_size - scaled_width - scaled_img_x, scaled_height))\n        target_image.paste(right_region, (scaled_width + scaled_img_x, 0))\n    elif scaled_img_y > 0:\n        # fill the top and bottom margin (aspect ratio of source is landscape)\n        top_region = scaled_image.crop((0, 0, scaled_width, 1)).resize((scaled_width, scaled_img_y))\n        target_image.paste(top_region, (0, 0))\n        bottom_region = scaled_image.crop((0, scaled_height-1, scaled_width, scaled_height)).resize((scaled_width, target_size - scaled_height - scaled_img_y))\n        target_image.paste(bottom_region, (0, scaled_height + scaled_img_y))\n    return(target_image)","metadata":{"execution":{"iopub.status.busy":"2022-03-22T14:34:38.390264Z","iopub.execute_input":"2022-03-22T14:34:38.390734Z","iopub.status.idle":"2022-03-22T14:34:38.404174Z","shell.execute_reply.started":"2022-03-22T14:34:38.390688Z","shell.execute_reply":"2022-03-22T14:34:38.403307Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"resize_to_square('../input/h-and-m-personalized-fashion-recommendations/images/017/0179950001.jpg', target_size=224)","metadata":{"execution":{"iopub.status.busy":"2022-03-22T14:34:38.405739Z","iopub.execute_input":"2022-03-22T14:34:38.406446Z","iopub.status.idle":"2022-03-22T14:34:38.505945Z","shell.execute_reply.started":"2022-03-22T14:34:38.406405Z","shell.execute_reply":"2022-03-22T14:34:38.504974Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"TARGET_SIZE = 224 # images will be <TARGET_SIZE> pixels wide and high\nJPEG_QUALITY = 50 # compression quality (100=highest quality and largest file size, 0=lowest quality and smallest file size)\n\nROOT_SOURCE_PATH = '../input/h-and-m-personalized-fashion-recommendations/images'\nROOT_TARGET_PATH = f'./images_{TARGET_SIZE}x{TARGET_SIZE}'","metadata":{"execution":{"iopub.status.busy":"2022-03-22T14:36:24.065281Z","iopub.execute_input":"2022-03-22T14:36:24.065567Z","iopub.status.idle":"2022-03-22T14:36:24.073063Z","shell.execute_reply.started":"2022-03-22T14:36:24.065538Z","shell.execute_reply":"2022-03-22T14:36:24.071938Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"total_image_count = 0\nfor path, _, filenames in os.walk(ROOT_SOURCE_PATH):\n    for filename in filenames:\n        total_image_count+=1\nprint(f'Found {total_image_count} images.')","metadata":{"execution":{"iopub.status.busy":"2022-03-22T14:36:25.172349Z","iopub.execute_input":"2022-03-22T14:36:25.172931Z","iopub.status.idle":"2022-03-22T14:37:25.150745Z","shell.execute_reply.started":"2022-03-22T14:36:25.172883Z","shell.execute_reply":"2022-03-22T14:37:25.149901Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"with tqdm(total=total_image_count) as progress_bar:\n    for path, _, filenames in os.walk(ROOT_SOURCE_PATH):\n        target_dir = os.path.join(ROOT_TARGET_PATH, path[len(ROOT_SOURCE_PATH)+1:])\n        if not os.path.isdir(target_dir):\n            os.mkdir(target_dir)\n        for filename in filenames:\n            source_path = os.path.join(path, filename)\n            resized_image = resize_to_square(source_path, target_size=TARGET_SIZE)\n            target_path = os.path.join(target_dir, filename)\n            resized_image.save(target_path, \"JPEG\", quality=JPEG_QUALITY, optimize=True, progressive=True)\n            progress_bar.update()","metadata":{"execution":{"iopub.status.busy":"2022-03-22T14:37:25.152216Z","iopub.execute_input":"2022-03-22T14:37:25.152691Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!zip -rq all_images.zip $ROOT_TARGET_PATH","metadata":{"execution":{"iopub.status.busy":"2022-03-22T16:35:58.568235Z","iopub.execute_input":"2022-03-22T16:35:58.569060Z","iopub.status.idle":"2022-03-22T16:36:24.721364Z","shell.execute_reply.started":"2022-03-22T16:35:58.569015Z","shell.execute_reply":"2022-03-22T16:36:24.720120Z"},"trusted":true},"execution_count":null,"outputs":[]}]}