# Remove Background Competitors Benchmark (Remove.bg, Clipdrop, SAM, Azure) On this page you will find a comparison of our [Remove Background API](https://docs.photoroom.com/remove-background-api-basic-plan) against some of our competitors. For additional information about the important features to look for in image background removal technology, you can also [consult this blog article](https://www.photoroom.com/blog/image-background-removal-technology-comparison). ## Result Comparison {% hint style="info" %} If you want to compare two results in details, we recommend using this website: {% endhint %} ### Home Decoration Images {% tabs %} {% tab title="Image #01" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #02" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #03" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #04" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #05" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #06" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #07" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #08" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #09" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #10" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% endtabs %} ### Furniture Images {% tabs %} {% tab title="Image #01" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #02" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #03" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #04" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #05" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% endtabs %} ### Apparel Images {% tabs %} {% tab title="Image #01" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #02" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #03" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)		This image failed to process
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #04" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #05" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% endtabs %} ### Food Images {% tabs %} {% tab title="Image #01" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #02" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #03" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% endtabs %} ### Cosmetic Images {% tabs %} {% tab title="Image #01" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #02" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #03" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #04" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)		This image failed to process
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #05" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% endtabs %} ### Jewelry Images {% tabs %} {% tab title="Image #01" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #02" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #03" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% endtabs %} ### People Images {% tabs %} {% tab title="Image #01" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #02" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #03" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #04" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #05" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% endtabs %} ### Industry Images {% tabs %} {% tab title="Image #01" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #02" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #03" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% tab title="Image #04" %}
Original Image
Photoroom API
(response time: ~450 milliseconds)
Remove.bg API
(response time: ~600 milliseconds)
Clipdrop API
(response time: ~2 seconds, doesn't support cropping to the bounds of the subject)
Segment Anything Model (SAM)
(response time: depends on the machine running the model)
Azure Background Removal API
(response time: ~2 seconds)
{% endtab %} {% endtabs %} ## Reproducing the results If you want to reproduce the results of this benchmark, here are the Python scripts that were used to generate the images. {% tabs %} {% tab title="Photoroom API" %} {% hint style="info" %} Before running this code, please download the original images that you want to re-process, and place them in a directory called `original-images.` {% endhint %} ```python import os import requests import concurrent.futures API_KEY = "YOUR_PHOTOROOM_API_KEY" def process_image(input_image_path, output_image_path): try: url = "https://sdk.photoroom.com/v1/segment" with open(input_image_path, 'rb') as image_file: files = { "image_file": image_file } headers = { "Accept": "image/png, application/json", "pr-background-removal-model-version": "2024-09-26", "x-api-key": API_KEY } response = requests.post(url, files=files, headers=headers) response.raise_for_status() with open(output_image_path, 'wb') as f: f.write(response.content) print(f"Image downloaded and saved to {output_image_path}") except requests.RequestException as e: print(f"Error: {str(e)} ({input_image_path})") return str(e) def iterate_over_directory(directory_path, result_directory): with concurrent.futures.ThreadPoolExecutor(max_workers=16) as executor: for root, _, files in os.walk(directory_path): for file in files: if file.lower().endswith(('.png', '.jpg', '.jpeg', '.webp', '.heic')): file_path = os.path.join(root, file) result_file_name = os.path.splitext(os.path.basename(file_path))[0] + '.png' result_file_directory = os.path.join(result_directory, os.path.basename(root)) if not os.path.exists(result_file_directory): os.makedirs(result_file_directory) result_path = os.path.join(result_file_directory, result_file_name) if not os.path.exists(result_path): # don't re-process images executor.submit(process_image, file_path, result_path) if __name__ == "__main__": INPUT_DIRECTORY = "./original-images/" OUTPUT_DIRECTORY = "./result-photoroom/" if not os.path.exists(OUTPUT_DIRECTORY): os.makedirs(OUTPUT_DIRECTORY) iterate_over_directory(directory_path=INPUT_DIRECTORY, result_directory=OUTPUT_DIRECTORY) ``` {% endtab %} {% tab title="Remove.bg API" %} {% hint style="info" %} Before running this code, please download the original images that you want to re-process, and place them in a directory called `original-images`. {% endhint %} ```python import os import requests API_KEY = "YOUR_REMOVE_BG_API_KEY" def process_image(input_image_path, output_image_path): try: url = "https://api.remove.bg/v1.0/removebg" with open(input_image_path, 'rb') as image_file: files = { "image_file": image_file } payload = { "size": "auto" } headers = { "Accept": "image/png, application/json", "x-api-key": API_KEY } response = requests.post(url, data=payload, files=files, headers=headers) response.raise_for_status() with open(output_image_path, 'wb') as f: f.write(response.content) print(f"Image downloaded and saved to {output_image_path}") except requests.RequestException as e: print(f"Error: {str(e)} ({input_image_path})") return str(e) def iterate_over_directory(directory_path, result_directory): for root, _, files in os.walk(directory_path): for file in files: if file.lower().endswith(('.png', '.jpg', '.jpeg', '.webp', '.heic')): file_path = os.path.join(root, file) result_file_name = os.path.splitext(os.path.basename(file_path))[0] + '.png' result_file_directory = os.path.join(result_directory, os.path.basename(root)) if not os.path.exists(result_file_directory): os.makedirs(result_file_directory) result_path = os.path.join(result_file_directory, result_file_name) if not os.path.exists(result_path): # don't re-process images process_image(file_path, result_path) if __name__ == "__main__": INPUT_DIRECTORY = "./original-images/" OUTPUT_DIRECTORY = "./result-remove-bg/" if not os.path.exists(OUTPUT_DIRECTORY): os.makedirs(OUTPUT_DIRECTORY) iterate_over_directory(directory_path=INPUT_DIRECTORY, result_directory=OUTPUT_DIRECTORY) ``` {% endtab %} {% tab title="Clipdrop API" %} {% hint style="info" %} Before running this code, please download the original images that you want to re-process, and place them in a directory called `original-images`. {% endhint %} ```python import os import requests API_KEY = "YOUR_CLIPDROP_API_KEY" def process_image(input_image_path, output_image_path): try: url = "https://clipdrop-api.co/remove-background/v1" with open(input_image_path, 'rb') as image_file: files = { "image_file": image_file } payload = { "transparency_handling": "discard_alpha_layer" } headers = { "Accept": "image/png", "x-api-key": API_KEY } response = requests.post(url, data=payload, files=files, headers=headers) response.raise_for_status() with open(output_image_path, 'wb') as f: f.write(response.content) print(f"Image downloaded and saved to {output_image_path}") except requests.RequestException as e: print(f"Error: {str(e)} ({input_image_path})") return str(e) def iterate_over_directory(directory_path, result_directory): for root, _, files in os.walk(directory_path): for file in files: if file.lower().endswith(('.png', '.jpg', '.jpeg', '.webp', '.heic')): file_path = os.path.join(root, file) result_file_name = os.path.splitext(os.path.basename(file_path))[0] + '.png' result_file_directory = os.path.join(result_directory, os.path.basename(root)) if not os.path.exists(result_file_directory): os.makedirs(result_file_directory) result_path = os.path.join(result_file_directory, result_file_name) if not os.path.exists(result_path): # don't re-process images process_image(file_path, result_path) if __name__ == "__main__": INPUT_DIRECTORY = "./original-images/" OUTPUT_DIRECTORY = "./result-clipdrop/" if not os.path.exists(OUTPUT_DIRECTORY): os.makedirs(OUTPUT_DIRECTORY) iterate_over_directory(directory_path=INPUT_DIRECTORY, result_directory=OUTPUT_DIRECTORY) ``` {% endtab %} {% tab title="SAM" %} {% hint style="info" %} Before running this code please: * download the original images that you want to re-process, and place them in a directory called `original-images` * run the command: `pip install pillow rembg` {% endhint %} ```python from PIL import Image from rembg import new_session, remove import os MODEL_NAME = "sam" SESSION = new_session(MODEL_NAME) def process_image(input_image_path, output_image_path): input = Image.open(input_image_path) output = remove(input) output.save(output_image_path) print(f"Image saved to {output_image_path}") def iterate_over_directory(directory_path, result_directory): for root, _, files in os.walk(directory_path): for file in files: if file.lower().endswith(('.png', '.jpg', '.jpeg', '.webp', '.heic')): file_path = os.path.join(root, file) result_file_name = os.path.splitext(os.path.basename(file_path))[0] + '-sam.png' result_file_directory = os.path.join(result_directory, os.path.basename(root)) if not os.path.exists(result_file_directory): os.makedirs(result_file_directory) result_path = os.path.join(result_file_directory, result_file_name) if not os.path.exists(result_path): # don't re-process images process_image(file_path, result_path) if __name__ == "__main__": INPUT_DIRECTORY = "./original-images/" OUTPUT_DIRECTORY = "./result-sam/" if not os.path.exists(OUTPUT_DIRECTORY): os.makedirs(OUTPUT_DIRECTORY) iterate_over_directory(directory_path=INPUT_DIRECTORY, result_directory=OUTPUT_DIRECTORY) ``` {% endtab %} {% tab title="Azure Background Removal API" %} {% hint style="info" %} Before running this code, please download the original images that you want to re-process, and place them in a directory called `original-images.` {% endhint %} ```python import os import requests API_ENDPOINT = "YOUR_AZURE_ENDPOINT" API_KEY = "YOUR_AZURE_API_KEY" def process_image(input_image_path, output_image_path): try: url = API_ENDPOINT + "computervision/imageanalysis:segment?api-version=2023-02-01-preview&mode=backgroundRemoval" with open(input_image_path, 'rb') as image_file: headers = { "Content-Type": "application/octet-stream", "Ocp-Apim-Subscription-Key": API_KEY } response = requests.post(url, data=image_file, headers=headers) response.raise_for_status() with open(output_image_path, 'wb') as f: f.write(response.content) print(f"Image downloaded and saved to {output_image_path}") except requests.RequestException as e: print(f"Error: {str(e)} ({input_image_path})") return str(e) def iterate_over_directory(directory_path, result_directory): for root, _, files in os.walk(directory_path): for file in files: if file.lower().endswith(('.png', '.jpg', '.jpeg', '.webp', '.heic')): file_path = os.path.join(root, file) result_file_name = os.path.splitext(os.path.basename(file_path))[0] + '-azure.png' result_file_directory = os.path.join(result_directory, os.path.basename(root)) if not os.path.exists(result_file_directory): os.makedirs(result_file_directory) result_path = os.path.join(result_file_directory, result_file_name) if not os.path.exists(result_path): # don't re-process images process_image(file_path, result_path) if __name__ == "__main__": INPUT_DIRECTORY = "./original-images/" OUTPUT_DIRECTORY = "./result-azure/" if not os.path.exists(OUTPUT_DIRECTORY): os.makedirs(OUTPUT_DIRECTORY) iterate_over_directory(directory_path=INPUT_DIRECTORY, result_directory=OUTPUT_DIRECTORY) ``` {% endtab %} {% endtabs %}