Deployment

Main

Organization

Project

Your algorithms

Deployment search

Ikomia HUB

Organization search

Project search

Workflow

Add members

Algorithms are the building blocks of your Computer Vision workflows. You can create and share your own algorithms or use the ones provided by the community on Ikomia HUB.

You have no algorithm yet.

There is no algorithm in this workspace (or you don't have access to any).

<bold>{{count}} credit</bold> will expire on <bold>{{date}}</bold> if you don't use it before.

<bold>{{count}} credits</bold> will expire on <bold>{{date}}</bold> if you don't use them before.

Credits expiring soon

Deployments may not be available until your balance is positive.

You have no credits left

Balance

The amount of credits you have left currently. Next credits to expire will be used first.

Balance summary

Balance: <strong>{{value}} cr</strong>

Subscribe to a plan to receive credits for your deployments.

This workspace has no current plan

You can edit your subscription plan at any time. Your new plan will be effective immediately after payment.

Change your plan

Creating a copy of workflow <bold>{{name}}</bold> in...

Copy workflow

Organization name

Create an organization

Project name

Create a new project

Please copy it and keep it in a safe place. You won't be able to see it again.

Your token has been generated

Name

Create a new token

Use Python for full control and complex chaining.

Develop with Ikomia API and CLI

Choose how you want to create your workflow, depending on your experience level.

Start fast with pre-built Computer-Vision Apps.

Deploy from Ikomia HUB

Create custom workflows visually in our desktop app.

Build with Ikomia STUDIO (no-code)

Create a new workflow

Are you sure you want to delete this deployment? This action is irreversible.

Delete deployment "{{name}}"?

Are you sure you want to remove this member? You can add it again later.

Remove member {{name}}?

Are you sure you want to delete this organization? This action is irreversible.

Delete organization {{name}}?

Are you sure you want to delete this project? This action is irreversible.

Delete project "{{name}}"?

Are you sure you want to delete this token? You will be logged out of the application using this token.

Delete token "{{name}}"?

Are you sure you want to delete this workflow? This action is irreversible.

Delete workflow "{{name}}"?

Machine specifications

Add "{{name}}" to your workspace

Create a new workflow with "{{name}}"

Filters

Conditions

Custom license

Limitations

Permissions

Unlock all deployment options—including Instance CPU and GPU, and get monthly recurring free credits.
No credit card required.

By migrating to the enhanced free plan, you'll gain access to all deployment options—including CPU and GPU instances, and receive monthly recurring free credits.
However, you will lose the previous plan's 2000 free serverless deployment hits. This action cannot be undone.

Are you sure you want to migrate?

Migrate to the new enhanced free plan

Package

Projects lets you organize multiple Computer Vision workflows.

You have no project yet.

There is no project in this workspace (or you don't have access to any).

License

Version

Publish algorithm

Banner

Description

Press Enter or Tab to add a keyword, or separate with commas.

Keywords

Publish workflow as App

Python API for building and running workflows locally.

Deploy with Ikomia API/CLI

Deploy with Ikomia STUDIO

But no worries, you can still deploy it manually using Ikomia CLI or Ikomia STUDIO.

This algorithm is not available for one-click deployment yet.

From

404 Not Found · Ikomia SCALE

404: Page Not Found

Members

Overview

{{name}} · Ikomia SCALE

Dashboard · Ikomia SCALE

Deployment {{name}} · Ikomia SCALE

Logs

Your role on project <project>{{projectName}}</project> limits your access to some feature of this deployment.

You have a limited access to this deployment

Automatically adjust the deployment's resources based on demand.

Automatically turn off instance when not in use to save costs. Cold starts may take a few minutes.

Scale to zero

Auto-scaling

This action is irreversible. Applications will be disconnected.

Delete deployment

Take irreversible actions on your deployment.

Danger zone

Deployment settings · Ikomia SCALE

Please wait while we update our infrastructure.

Deployments settings are locked while the deployment is in its current state.

Deployment settings

An error occured while trying to connect to the deployment. Please try again later.

Connection failed

Test "{{name}}" · Ikomia SCALE

Test deployment · Ikomia SCALE

Test UI settings

Deployments · Ikomia SCALE

Your deployments

Filter

Compose your own workflows with the latest SOTA algorithms.

Latest algorithms

Ready-to-deploy workflows optimized by Ikomia.

Apps

I want to...

Ready to use Computer Vision algorithms and Apps.

Try adjusting search filters and query terms.

Organization workspace

Settings · {{name}} · Ikomia SCALE

Billing

Organization settings

You'll also appear in the organization's members list, which is visible to other members of the organization.

Only you can see this list

You can create one or be invited by someone else.

You are not in an organization.

Organizations

{{username}} · Ikomia SCALE

Your personal workspace

The basic information about your project.

About

Warning, this action is irreversible. All the data associated with this project will be deleted.

Delete project

Take irreversible actions on your project.

Project settings

Projects · Ikomia SCALE

Your projects

Sign in · Ikomia SCALE

Sign in to Ikomia

Sign up · Ikomia SCALE

Already have an account?

Create an Ikomia account

Just a few additional details and your account will be ready.

You can always disable this setting later.

Opt in to receive tips and updates.

Join Ikomia newsletter

Your username is public and cannot be changed.

Username

Onboarding · Ikomia SCALE

Almost there!

Enter your email and we'll send you a link to reset your password.

Forgot Password · Ikomia SCALE

The email contains a link that will allow you to reset your password.

We have sent you a recovery email!

Forgot password

Reset Password · Ikomia SCALE

Reset your Ikomia password

Ikomia API is an open-source API to train, test, and build reusable Computer Vision workflows. You can select and chain the best state-of-the-art algorithms from your preferred frameworks such as OpenCV, Detectron2, OpenMMLab or YOLO.

Reusable Computer Vision workflows in a few lines of code.

Ikomia API

Ikomia CLI is a command line interface to manage and deploy your Computer Vision project. It allows you to create, build and run workflows right from the command line.

Manage and deploy your Computer Vision project from the command line.

Ikomia CLI

Tools · Ikomia Docs

Ikomia STUDIO is a simple drag-and-drop User Interface to prototype Computer Vision solutions. With its double window, you can watch the effects of your treatments in seconds.

Using the command line

Or download Linux Installer

Desktop prototyping app for Computer Vision.

Ikomia STUDIO

Download Windows Installer

Install Ikomia tools and start building Computer Vision solutions in a more scalable manner.

Ikomia tools

Enter your token received by email to validate your account.

Account Validation · Ikomia SCALE

You now have access to all the features of our application.

Email address has been confirmed!

Account validation

Don't forget to check out our quick start guide to quickly get acquainted with our application and start enjoying its benefits.

If you have any questions, concerns, or need assistance, please do not hesitate to contact us at support@ikomia.ai. Our team is here to assist you every step of the way.

Thank you for being a part of Ikomia SCALE! We are excited to accompany you on your journey and help you achieve your goals.
Best regards,

The Ikomia SCALE Team

Published App

Your plan doesn't allow you to deploy workflows. Please upgrade to access this feature.

Deployments are not available in this workspace

Only project's managers and owners can add deployments.

You are not allowed to add deployments

Deploy your workflow on your preferred cloud provider, region and infrastructure.

You don't have a deployment for this workflow

Deployments

The basic information about your workflow.

Delete workflow

Take irreversible actions on your workflow.

Workflow settings

auto_annotate

Auto-annotate images with GroundingDINO and SAM models

dataset_coco

infer_rf_detr

blur_faces

This workflow blurs all faces in an image or video.

### Capabilities
- Face anonymization by blurring detected faces.
- Robust face detection in various conditions, including large occlusions and varying lighting conditions.
- Suitable for both images and videos.

### Known limitations
- May miss faces in crowded scenes when too many faces are present.

### Recommendations
- Best results are achieved with high-resolution images and videos.
- On critical applications, implement guardrails to verify anonymization quality.

### Model information
- Based on a custom fine-tuned version of `RF-DETR` for face detection.
- Implemented a custom task for optimal face blurring.

## Usage
### Python

1. First, **deploy the workflow**.

2. Install Python library:

    ```bash
    pip install ikomia-client
    ```

3. Integrate the workflow into your Python code:

    **Process an image**

    ```python
    from ikclient.core.client import Client
    from ikclient.core.io import ImageIO, StorageObjectIO

    with Client(
        url="https://your.scale.endpoint.url",
        token="your-api-token",  # default to os.environ.get("IKOMIA_TOKEN")
    ) as face_blur:
        results = face_blur.run("path/to/your/image.jpg")
        image_output = results.get_output(assert_type=ImageIO)
        image_output.to_pil().save("blurred_faces_image.jpg")
    ```

    **Process a video**

    ```python
    from ikclient.core.client import Client
    from ikclient.core.io import StorageObjectIO

    with Client(
        url="https://your.scale.endpoint.url",
        token="your-api-token",  # default to os.environ.get("IKOMIA_TOKEN")
    ) as face_blur:
        results = face_blur.run("path/to/your/video.mp4")
        video_output = results.get_output(assert_type=StorageObjectIO)

        with face_blur.storage.read(video_output["metadata"], streaming=True) as stream, \
             open("blurred_faces_video.mp4", "wb") as out_file:
            for chunk in stream.iter_bytes():
                out_file.write(chunk)
    ```

    For more details, refer to the [documentation](https://docs.ikomia.ai/scale/integration/python/getting-started).

### JavaScript

1. First, **deploy the workflow**.

2. Install JavaScript library:

    ```bash
    npm install @ikomia/ikclient
    ```

3. Integrate the workflow into your JavaScript code:

    **Process an image**

    ```javascript
    import { Client, ImageIO } from "@ikomia/ikclient";
    import fs from "fs/promises";

    const client = new Client({
      url: "https://your.scale.endpoint.url",
      token: "your-api-token", // default to process.env.IKOMIA_TOKEN
    });

    const results = await client.run({
      inputs: [
        "https://your.image.url/image.jpg",
      ],
    });
    const imageOutput = results.getOutput(0, ImageIO);
    await fs.writeFile(
      'blurred_faces_image.png',
      Buffer.from(imageOutput.toArrayBuffer())
    );
    ```

    **Process a video**

    ```javascript
    import { Client, StorageObjectIO } from "@ikomia/ikclient";
    import fs from "fs/promises";

    const client = new Client({
      url: "https://your.scale.endpoint.url",
      token: "your-api-token", // default to process.env.IKOMIA_TOKEN
    });

    const results = await client.run({
      inputs: [
        "https://your.video.url/video.mp4",
      ],
    });

    const videoOutput = results.getOutput(0, StorageObjectIO);
    const response = await client.storage.read(videoOutput.data.metadata);
    await fs.writeFile(
      'blurred_faces_video.mp4',
      Buffer.from(response.arrayBuffer())
    );
    ```

    For more details, refer to the [documentation](https://docs.ikomia.ai/scale/integration/javascript/getting-started).

### REST API

Refer to the [documentation](https://docs.ikomia.ai/scale/integration/rest) for integration using the REST API.

Face Anonymization

Automatic face-blurring for privacy protection

Ikomia HUB

Task

Type

Compatibility