π‘ Pick it for open-source, self-hosted annotation with strong video and 3D support.
CVAT is an open-source video and image annotation tool.
Pros
- Cost-effective
- Customizable
Cons
- Limited support
Free and open-source
Roboflow is a computer vision platform for developers, data scientists, and machine learning teams. It supports image and video collection, annotation, dataset management, model training, evaluation, and deployment.
π‘ Pick it for open-source, self-hosted annotation with strong video and 3D support.
CVAT is an open-source video and image annotation tool.
Free and open-source
π‘ Choose it when you need multimodal labeling and customizable, self-hosted workflows.
Label Studio is a versatile data labeling tool with support for various data types and tasks.
Free and Paid plans available
π‘ Pick it for enterprise-grade workflows across specialized 2D, 3D, and medical vision data.
Supervisely is a computer vision platform combining data annotation, dataset management, model training, and deployment tools. It targets research groups and ML...
Free community plan; paid plans custom
Ultralytics
π‘ Choose it when your projects center on YOLO and you want a focused training-to-deployment workflow.
Ultralytics HUB is a cloud platform for managing datasets, training computer vision models, and deploying applications built around Ultralytics models. It is...
Freemium, paid plans from N/A
Encord
π‘ Pick it for rigorous data quality, evaluation, and governance across production AI datasets.
Encord is an AI data-development platform combining annotation, dataset curation, quality evaluation, and model testing. It is aimed at teams developing computer-vision...
Free tier; paid plans custom
Edge Impulse
π‘ Choose it for deploying computer vision models efficiently on microcontrollers and other edge hardware.
Edge Impulse is a development platform for building and deploying machine-learning models on edge devices, including models that process images, audio, and...
Free for development, enterprise pricing custom
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