Data labeling

Unitlab Annotate ✓

15x faster data annotation with AI-powered tools

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Free + from $89/mo

Verdict

A quick read before you dig into the full page.

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15x faster data annotation with AI-powered tools
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Limited to 123 languages
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Collaborative tool

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Overview

Unitlab Annotate is a collaborative and AI-powered tool that offers on-premises solutions and integrated labeling services. Focusing on efficiency, quality, and cost-control, it optimizes the data annotation process for machine learning models.

Unitlab Annotate's auto-annotation system utilizes the SAM Model (Segment Anything) and Domain-Specific Pretrained Models to accurately annotate images for various computer vision applications.

It caters to a wide range of OCR functionalities including Document OCR, Receipt OCR, Handwritten OCR, and Education OCR. It supports approximately 123 languages for optical character recognition tasks.

Unitlab's feature set is further complemented by its pretrained object detection and recognition models, simplifying annotation tasks. It also offers Automated Annotation for pose, skeleton, and multi-keypoint detection tasks.

Tools for precise polygon annotation and polyline identification and segmentation are included. Unitlabs AI assistant enhances the annotation process, allowing users to choose which part of the image to annotate, and then complete the task within seconds.

For project oversight, it provides real-time team and project statistics and data annotation insights to keep track of performance. The platform also promotes team collaboration, providing communication channels for annotators to improve the annotation process and receive instant feedback.

An additional feature of Unitlab Annotate is the Command Line Interface/Software Development Kit, enabling the management of data annotation projects directly from the command line.

Unitlab Annotate website

Access & connections

Where you can use Unitlab Annotate.

Platforms

Web CLI

Capabilities

What this tool accepts, produces, and is strongest at.

Input

  • API
  • Code
  • Tabular
  • Image

Output

  • Code
  • API
  • Image

Pros & cons

Pros

  • Collaborative tool
  • On-premises solutions
  • Integrated labeling services
  • Efficient data annotation
  • Use of SAM Model
  • Domain-Specific Pretrained Models
  • Accurate image annotation
  • Various OCR functionalities
Show 38 more
  • Supports 123 languages
  • Pretrained object detection models
  • Pretrained recognition models
  • Automated Annotation
  • Polygon annotation tools
  • Polyline identification tools
  • Real-time team statistics
  • Real-time project statistics
  • Promotes team collaboration
  • Command Line Interface
  • Software Development Kit
  • Accelerates annotation 15x
  • Pose detection tasks
  • Skeleton detection tasks
  • Multi-keypoint detection tasks
  • User-defined image part annotation
  • Project oversight tools
  • Instant annotator feedback
  • Document OCR
  • Receipt OCR
  • Handwritten OCR
  • Education OCR
  • Precise polygon annotation
  • Polyline segmentation
  • Data annotation insights
  • Project management features
  • Built-in data analytics
  • Collaborative annotation quality improvement
  • Project history traceability
  • Version control over datasets
  • Efficient workspace management
  • Member performance analytics
  • Unlimited workspace creation
  • Customizable user workspaces
  • Unlimited dataset management
  • Dataset versioning
  • Auto-annotation for object polygons
  • Auto-annotation for polyline detection

Cons

  • Only supports on-premises solutions
  • No cloud-based option
  • No video annotation support
  • Limited to 123 languages
  • No specific mobile version
  • No free version mentioned
  • No multiple platforms compatibility
  • No text annotation feature
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  • No explicit data security measures
  • No live support mentioned

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Releases 1

Initial release March 27, 2024 Current
Initial release of Unitlab Annotate.

FAQ 12

What is Unitlab Annotate?
Unitlab Annotate is a collaborative and AI-powered tool that provides on-premises solutions and integrated labeling services. Its main focus is on efficiency, quality, and cost control, aiming to optimize the data annotation process for machine learning models.
How does Unitlab Annotate work?
Unitlab Annotate collects raw data, allows human annotators to collaborate on it and produce highly accurate labels for machine learning models. It uses AI assistants to automatically annotate data. An AI-driven module named SAM Model (Segment Anything) and Domain-Specific Pretrained Models are used to accurately annotate images for various computer vision applications.
Can Unitlab Annotate be used for OCR tasks?
Yes, Unitlab Annotate is capable of carrying out optical character recognition tasks. It can perform various OCR functionalities including Document OCR, Receipt OCR, Handwritten OCR, and Education OCR.
What kind of models are used by Unitlab Annotate for auto-annotation?
Unitlab Annotate uses the SAM Model (Segment Anything) and Domain-Specific Pretrained Models for auto-annotation. These models automate the annotation process, which helps in precisely annotating images for various computer vision applications.
What languages does Unitlab Annotate support for OCR?
Unitlab Annotate supports approximately 123 languages for optical character recognition tasks.
Can Unitlab Annotate be used for object detection and recognition tasks?
Yes, Unitlab Annotate provides pretrained object detection and recognition models which simplify the process of annotating images for various computer vision applications.
Does Unitlab Annotate offer tools for precise polygon annotation and polyline identification?
Yes, Unitlab Annotate offers tools for precise polygon annotation and polyline identification and segmentation.
What kind of real-time statistics does Unitlab Annotate provide?
Unitlab Annotate provides real-time team and project statistics, giving users insights into their data annotation performance. This includes details like project statistics, team statistics, and data annotation insights.
Can I manage data annotation projects through the command line with Unitlab Annotate?
Yes, with the help of the Command Line Interface (CLI) / Software Development Kit (SDK) of Unitlab Annotate, users can manage their data annotation projects directly from the command line.
What are the collaborative features offered by Unitlab Annotate?
Unitlab Annotate enhances team collaboration by providing communication channels for annotators to improve the annotation process and receive instant feedback. Should there be an inaccurate annotated data, a comment can be left by any team member to ensure it is improved or corrected.
Can I use Unitlab Annotate for pose, skeleton, and multi-keypoint detection tasks?
Yes, Unitlab Annotate offers Automated Annotation for pose, skeleton, and multi-keypoint detection tasks. This functionality enhances efficiency and precision in these specific task areas.
Does Unitlab Annotate support batch auto-annotation?
Yes, Unitlab Annotate provides a feature known as 'Batch Auto-Annotation' which is part of its suite of AI-assist features. Users can rely on the AI assistant to annotate multiple pieces of data at once, drastically improving efficiency.
Unitlab Annotate Free + from $89/mo