Web app

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Label Studio

Label Studio is an open source platform for data labeling and AI evaluation. It supports multi-modal data annotation for LLM evals, RLHF, computer vision, document AI, NLP, audio transcription, and more.

Platform
Web app
Categories
AI Developer Tools
Indexed
2024-02-19

About Label Studio

What is Label Studio

Label Studio is an open source platform for data labeling and AI evaluation. It provides a flexible environment for annotating various data types, including images, text, audio, time series, and multi-modal data. The platform is designed to support human-in-the-loop workflows, enabling teams to create labeled datasets for training and evaluating AI models. It is used by leading AI builders and has a large community, with over 20,000 Slack members and 27,975 GitHub stars.

Key features

Label Studio offers a wide range of annotation capabilities across different data modalities. For computer vision, it supports image classification, object detection, object tracking, and semantic segmentation. For NLP and documents, it provides PDF and image OCR, named entity recognition, question answering, and sentiment analysis. Audio and speech features include transcription, waveform/spectrogram support, speaker diarization, and emotion recognition. For time series, it offers classification, segmentation, and event recognition. Additionally, it supports multi-modal tasks like dialogue processing and optical character recognition combined with text. The platform provides programmable interfaces, including API, Python SDK, and webhooks, for integration into ML pipelines.

Use cases

Label Studio is used for a variety of AI evaluation and data labeling tasks. It supports LLM and agent evaluation, including agentic traces, RLHF and fine-tuning, LLM evaluations with custom benchmarks, and RAG retrieval QA. It is also used for computer vision tasks, document AI, NLP, audio transcription, and time series analysis. The platform enables human-in-the-loop review by connecting observability tools and allows for AI-assisted labeling by connecting models. It is suitable for teams building AI models that require high-quality labeled data.

Pricing

The page does not provide specific pricing information. Label Studio is available as an open source download, and there is a Label Studio Enterprise version mentioned in a blog post, but no pricing details are given.

Questions

Label Studio FAQ

What is Label Studio?
Label Studio is an AI tool available as a web app in the AI Developer Tools category. Label Studio is an open source platform for data labeling and AI evaluation. It supports multi-modal data annotation for LLM evals, RLHF, computer vision, document AI, NLP, audio transcription, and more.
What is Label Studio used for?
Label Studio is filed under AI Developer Tools in the AITOOLIST index. Label Studio is an open source platform for data labeling and AI evaluation. It supports multi-modal data annotation for LLM evals, RLHF, computer vision, document AI, NLP, audio transcription, and more.
Is Label Studio a web app, an extension or a native app?
Label Studio is a web app.

Listed in the AITOOLIST index since 2024-02-19.