
What is Label Studio?
Label Studio is a versatile open-source data annotation tool used for preparing training datasets for various AI models, including those for computer vision, NLP, speech, and video. It supports a wide range of data types for labeling.
How to Use Label Studio?
To get started with Label Studio, follow these steps: 1. Install Label Studio via pip, brew, or by cloning the GitHub repository. 2. Launch Label Studio using the installed package or Docker. 3. Import your dataset into Label Studio. 4. Select the data type (images, audio, text, time series, multi-domain, or video) and the specific annotation task (e.g., image classification, object detection, audio transcription). 5. Begin annotating your data with customizable tags and templates. 6. Integrate with your ML/AI workflow using webhooks, Python SDK, or API for authentication, project management, and model predictions. 7. Manage and explore your dataset with advanced filters in the Data Manager. 8. Support multiple projects and users within the Label Studio platform.
Key Features of Label Studio
Flexible data annotation for various data types
Supports computer vision, NLP, speech, and video models
Customizable tags and annotation templates
Integration with ML/AI workflows via webhooks, Python SDK, and API
ML-assisted annotation with backend integration
Connectivity to cloud storage services (S3 and GCP)
Advanced data management features
Support for multiple projects and users
Trusted by a large community of data scientists
Label Studio Use Cases
Preparing training data for computer vision models
Preparing training data for NLP models
Preparing training data for speech and voice models
Preparing training data for video models
Classification of images, audio, text, and time series data
Object detection and tracking in images and videos
Semantic segmentation of images
Speaker diarization and emotion recognition in audio
Audio transcription
Document classification and named entity extraction
Question answering and sentiment analysis
Time series analysis and event recognition
Dialogue processing and optical character recognition
Multi-domain applications requiring various data annotations
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Label Studio Support Email & Customer Service Contact
For more information, visit the contact us page.
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About Label Studio
Label Studio is a product of HumanSignal, Inc. For more details, visit the about us page.
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Label Studio Pricing
For pricing information, visit the pricing page.
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Label Studio on YouTube
Watch tutorials and demos on the Label Studio YouTube channel.
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Label Studio on LinkedIn
Connect with us on LinkedIn.
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Label Studio on Twitter
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Label Studio on GitHub
Explore our code and contribute on GitHub.