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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Worked Example & Common Values
Below is a sample worked calculation demonstrating how Image Annotation Tool processes input data instantly inside your browser.
Birth date: Jan 15, 1995, Target date: Oct 20, 2023
Chronological Age: 28 Years, 9 Months, 5 Days (10,505 days elapsed)
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About This Tool
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
- Create or select a project and upload your image dataset.
- Define the labeling schema with labels and attributes.
- Annotate each image by drawing bounding boxes, polygons, or points and attach labels.
- Run quality checks, review and resolve conflicts, and ensure required labels are present.
- Export in COCO, Pascal VOC, YOLO, or CSV; import into your ML pipeline.
Frequently Asked Questions
Find Quick Answers
What formats are supported for export?
Can I run it offline or self-hosted?
Does it support collaborative labeling?
How is data privacy handled?
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