15x faster data annotation with AI-powered tools

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September 23, 2024

Unitlab Annotate

Data labeling

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15x faster data annotation with AI-powered tools

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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.

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March 27, 2024

Initial release of Unitlab Annotate.

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Pros and 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

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

View 41 more pros

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

No explicit data security measures

No live support mentioned

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Q&A

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.

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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.

What is the SAM Model used by Unitlab Annotate?

The SAM Model (Segment Anything) used by Unitlab Annotate is an auto-annotation model. It is designed to annotate any images with precision, and is particularly used for various computer vision applications.

Does Unitlab Annotate offer Automated Annotation?

Yes, Unitlab Annotate offers Automated Annotation. This system enhances the efficiency and precision of tasks such as pose detection, skeleton detection, and multi-keypoint detection.

What type of OCR functionalities does Unitlab Annotate offer?

Unitlab Annotate provides a broad range of OCR functionalities. This includes Document OCR, Receipt OCR, Handwritten OCR, and Education OCR.

What is the role of Unitlab's AI assistant in the annotation process?

Unitlab's AI assistant significantly enhances the annotation process by allowing users to choose which part of the image they want to annotate and then completing the task within seconds. Users can take advantage of the AI assistant for functionalities such as Batch Auto-Annotation and Segment Anything.

Can I handle different types of projects on Unitlab Annotate?

Yes, Unitlab Annotate allows users to handle different types of projects. It offers workspace management where users can create unlimited workspaces based on their project needs. Each workspace has its own members.

Does Unitlab Annotate offer version control for data annotation?

Yes, Unitlab Annotate offers version control for data annotation. It allows users to carefully track every annotator's action to create a clear and traceable project history. This includes each piece of data, project, and dataset.

What are the benefits of using Unitlab Annotate's Command Line Interface/Software Development Kit?

The CLI/SDK (Command Line Interface/Software Development Kit) of Unitlab Annotate offers users more control over their data annotation projects. It is faster and more flexible than the web platform as it allows for the creation and management of annotation projects, upload of data, release of datasets, and download of annotated labels directly from the command line.

Can I track my team's productivity and progress using Unitlab Annotate?

Yes, Unitlab Annotate allows users to monitor their team's productivity and progress. The platform provides comprehensive insights into the performance of the team on a daily basis. It allows for precise tracking across various assigned projects so users can stay informed about each team member's contributions.

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