# Remove Background Competitors Benchmark (Remove.bg, Clipdrop, SAM, Azure) On this page you will find a comparison of our [Remove Background API](/remove-background-api-basic-plan/quickstart-guide.md) 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 %} --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://docs.photoroom.com/resources/remove-background-competitors-benchmark-remove.bg-clipdrop-sam-azure.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.