Product Overview of Supervisely
Supervisely is a comprehensive computer vision platform designed to streamline and enhance the AI development process, particularly in the realms of data labeling, management, and model training. Here’s a detailed look at what Supervisely does and its key features.
What Supervisely Does
Supervisely functions as an integrated ecosystem of tools, apps, and services that unify all the necessary components for computer vision tasks. It is often likened to an operating system, similar to Windows or macOS, but specifically tailored for AI and computer vision applications. The platform is designed to make the AI development process smooth, efficient, and fast, catering to the needs of data scientists, data labelers, domain experts, and software engineers.
Key Features and Functionality
Data Labeling and Annotation
Supervisely offers robust tools for labeling and annotating various types of data, including images, videos, 3D point clouds, and volumetric medical images (DICOM files). The platform supports multiple annotation types such as semantic segmentation, instance segmentation, object detection, keypoint annotation, polygon annotation, polyline annotation, bounding box annotation, and attribute annotation.
Data Management and Visualization
The platform provides a unified dataset structure that can handle different types of data. It allows users to split and merge datasets based on various criteria and perform queries based on classes, tags, or complex object characteristics. Supervisely also includes tools for data visualization and quality control, ensuring that data is accurately inspected and managed.
Deep Learning Models and Training
Supervisely integrates state-of-the-art deep learning models for tasks such as segmentation, detection, classification, and more. It also features AI-assisted labeling models to speed up the data labeling process. Users can train and apply their own neural networks, and the platform supports the integration of custom models.
Collaboration and Automation
The platform is designed to facilitate collaboration among team members. It includes tools for collaborative annotation, quality control, and model performance analysis. Supervisely also offers automation capabilities through its Python SDK and HTTP REST API, allowing users to extend and customize the platform using any programming language and development environment.
Customization and Integration
Supervisely is highly customizable, from labeling interfaces to neural networks. The platform supports both open-source and private apps, and users can develop and deploy their own applications within the Supervisely ecosystem. It integrates seamlessly with popular version control platforms like GitHub and GitLab, enabling smooth development and deployment processes.
Deployment and Security
Supervisely can be deployed on both cloud and on-premise environments, offering advanced security, control, and support. This flexibility is particularly beneficial for enterprises handling sensitive and confidential data, as it allows for autonomous deployment on client infrastructure.
Support and Community
The platform is backed by a responsive support team and comprehensive documentation. Users can leverage community resources, including hundreds of examples and apps, to customize and extend the platform according to their specific needs.
In summary, Supervisely is a powerful and versatile computer vision platform that simplifies and accelerates the AI development process through its robust data labeling tools, advanced data management capabilities, state-of-the-art deep learning models, and strong focus on collaboration and customization.