Roboflow: AI image recognition model training data annotation platform

Roboflow: AI image recognition model training data annotation platform

Roboflow is a computer vision-focused platform that helps developers quickly build and deploy their own computer vision applications, regardless of their skills or experience.

Roboflow.com was founded in January 2020 by a group of developers with extensive experience in computer vision projects. Their mission is to eliminate any barriers that may prevent developers from successfully applying computer vision and to make computer vision tools available to every developer. Roboflow.com has received support from many well-known investment institutions and industry leaders, including Craft Ventures, Lachy Groom Fund, Y Combinator, etc.

The core concept of Roboflow.com is to simplify the process from annotating data to training models. It provides a smooth workflow that allows developers to easily upload, organize, annotate, convert, enhance, manage, evaluate, and deploy their own computer vision datasets and models. It supports multiple data formats and model architectures, as well as multiple deployment methods such as cloud, edge, and browser. It also provides a rich model library, allowing developers to choose suitable pre-configured models or customize Colab Notebooks to train their own models.

Roboflow.com aims to enable developers to deploy a computer vision model with a few images in an afternoon, and to continuously iterate and optimize the performance of the model. Currently, more than 250,000 developers and machine learning engineers use Roboflow.com to build various computer vision applications, covering multiple fields such as healthcare, education, retail, security, and agriculture.

Features

  • Data upload: Developers can upload data files such as images, annotations, and videos manually or through APIs. Roboflow.com supports multiple annotation formats, such as JSON, XML, CSV, and TXT, and can easily continue to add new training data.
  • Data Annotation: Developers can use any operating system to quickly annotate data in the browser without downloading any software. Roboflow.com provides a variety of popular annotation formats and allows developers and teams to annotate hundreds of images in a few minutes.
  • Data Management: Developers can conduct and manage experiments in a centralized place. Roboflow.com can assess the quality of datasets and prepare them for training. Developers can also use transformation tools to generate new training data and see how different configurations affect model performance.
  • Model Training:Developers can choose to use Roboflow.com's model library or build their own custom models. Roboflow.com's model library contains a variety of pre-configured model architectures.
  • Model deployment: Developers can use one-click deployment to deploy models to cloud, edge, or browser platforms. Roboflow.com can provide efficient and stable prediction services and support multiple deployment formats and environments.
  • Model iteration: Developers can use Roboflow.com’s workflows to identify and fix edge cases in models. Roboflow.com can help developers continuously improve and optimize the intelligence and accuracy of models.

Product Price

Roboflow.com's product prices are divided into four levels, namely Free Edition, Personal Edition, Professional Edition and Enterprise Edition. Different levels provide different functions and services, as follows:

Free Version:

The free version is suitable for developers who want to try Roboflow.com. It provides the most basic functions, such as uploading, labeling, converting, enhancing and managing datasets, as well as accessing the model library and Colab Notebook. The free version is limited to processing 1,000 images per month, one collaborator per project, one version per dataset, one deployment per model, and does not support video processing and custom domain names.

Personal Edition:

The Personal Edition is suitable for developers who want to build their own computer vision applications. It provides more features, such as uploading, labeling, converting, enhancing and managing datasets, accessing model libraries and Colab Notebooks, and deploying models to the cloud, edge or browser. The Personal Edition is limited to 5,000 images per month, three collaborators per project, five versions per dataset, three deployments per model, and does not support video processing and custom domain names. The price of the Personal Edition is $9 per month.

Pro:

The Professional version is suitable for developers or teams who want to use computer vision in a production environment. It provides more features, such as uploading, annotating, converting, enhancing and managing datasets, accessing model libraries and Colab Notebooks, deploying models to the cloud, edge or browser, and processing video files and using custom domain names. The Professional version is limited to 20,000 images per month, ten collaborators per project, fifteen versions per dataset, and ten deployments per model. The price of the Professional version is $49 per month.

Enterprise Edition:

The Enterprise Edition is suitable for enterprises or organizations that want to use computer vision in large-scale or high-security scenarios. It provides the most features, such as uploading, labeling, converting, enhancing and managing datasets, accessing model libraries and Colab Notebooks, deploying models to the cloud, edge or browser, processing video files and using custom domain names. The Enterprise Edition has no restrictions and provides additional services such as exclusive customer support, customized solutions, SLA agreements, etc. The price of the Enterprise Edition needs to be consulted by contacting the sales team of Roboflow.com according to specific needs.

Official website link:https://roboflow.com/ 

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