Image Annotation Tool

An open-source image annotation tool for developers and data scientists to label images for AI pipelines, research, and high-quality datasets.

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3,032+
Total Calculations Run
< 15ms
Browser Execution Speed
100%
Client-Side Privacy
4.9 / 5.0
User Satisfaction

Worked Example & Common Values

Below is a sample worked calculation demonstrating how Image Annotation Tool processes input data instantly inside your browser.

Sample Input Birth date: Jan 15, 1995, Target date: Oct 20, 2023
Computed Result Chronological Age: 28 Years, 9 Months, 5 Days (10,505 days elapsed)
Execution Mode Client-Side In-Browser JS
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About This Tool

This tool is an open-source image annotation platform designed to help teams prepare labeled data for computer vision and machine learning. It supports bounding boxes, polygons, points, and semantic/attribute labeling across projects; datasets can be imported in bulk and exported to common formats for model training. The architecture emphasizes privacy and reproducibility, enabling self-hosted deployments or private cloud installations with complete control over data and labeling policies.
Conceptual workflow: A project defines an annotation schema with a label taxonomy and optional attributes. Annotators add annotations per image by applying geometric shapes and attaching labels; the system validates coordinates and enforces required fields. Annotations are versioned and auditable to track changes, and exports convert the in-tool data into widely adopted formats such as COCO, VOC, YOLO, or CSV for downstream training and evaluation.
Audience and value: data scientists, ML engineers, researchers, and teams responsible for data governance benefit from an open-source, self-hosted solution that avoids vendor lock-in and supports collaboration. The tool reduces labeling latency through schema reuse, supports multiple annotator roles, and provides consistent data structures that improve model performance through higher-quality ground truth labels.
Unique differentiators and use cases: being open-source and self-hosted delivers control over privacy and compliance. Extensibility through custom label types and plugins enables domain-specific labeling (e.g., medical imaging, industrial inspection). Use cases include autonomous driving datasets, medical image annotation, retail product tagging, and academic benchmarks where reproducibility and auditability matter.

How to Use

  1. Create or select a project and upload your image dataset.
  2. Define the labeling schema with labels and attributes.
  3. Annotate each image by drawing bounding boxes, polygons, or points and attach labels.
  4. Run quality checks, review and resolve conflicts, and ensure required labels are present.
  5. Export in COCO, Pascal VOC, YOLO, or CSV; import into your ML pipeline.
How to use image annotation tool open source

Frequently Asked Questions

Find Quick Answers

What formats are supported for export?
The tool exports labeled data in COCO JSON, Pascal VOC XML, YOLO text format, and CSV. It also supports segmentation masks when applicable and preserves annotation metadata such as label IDs, attributes, and image metadata to enable seamless integration with ML pipelines.
Can I run it offline or self-hosted?
Yes. The project is designed to run self-hosted or in a private cloud, giving full control over data, schemas, and access. You can install locally, configure authentication, and keep training datasets within your own network boundaries.
Does it support collaborative labeling?
Yes. The tool supports multi-user workflows with role-based access, activity logs, and conflict resolution. Administrators can assign tasks, monitor progress, and audit changes across annotators to ensure consistency and traceability.
How is data privacy handled?
Data remains inside your hosting environment unless you choose to export. Access controls and encryption at rest help protect datasets, and project-level permissions minimize exposure to collaborators. Open-source licensing enables verifiable security reviews.

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