Label Studio Alternatives

Label Studio is described as 'Open source data labeling tool. It lets you label data types like audio, text, images, videos, and time series with a simple and straightforward UI and export to various model formats' and is an app. There are seven alternatives to Label Studio for a variety of platforms, including Windows, Linux, Web-based, Mac and SaaS apps. The best Label Studio alternative is UniversalDataTool, which is both free and Open Source. Other great apps like Label Studio are Amazon SageMaker Data Labeling, Computer Vision Annotation Tool (CVAT), HyperLabel and quicklabel.

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Alternatives list

  1. UniversalDataTool icon

    UniversalDataTool

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    The Universal Data Tool is a User Interface for editing and annotating Images (Computer Vision, Bounding Boxes, Segmentation), Text (Named Entity Recognition, Classification) or general purpose data entry. to view and edit any data defined in the extensible the .udt.

    Cost / License

    • Free
    • Open Source

    Platforms

    • Mac
    • Windows
    • Linux
    • Online
    UniversalDataTool screenshot 1
     

    • UniversalDataTool is the most popular Web-based, Windows, Mac & Linux alternative to Label Studio.

    • UniversalDataTool is the most popular Open Source & free alternative to Label Studio.

    • UniversalDataTool is Free and Open SourceLabel Studio is Freemium and Open Source
  2. Amazon SageMaker Data Labeling icon

    Amazon SageMaker Data Labeling

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    Amazon SageMaker enables you to label raw data, such as images, text files, and videos, and generate labeled synthetic data to create high-quality datasets for training machine learning (ML) models. SageMaker offers two options, Amazon SageMaker Ground Truth Plus and Amazon...

    Cost / License

    • Freemium (Subscription)
    • Proprietary

    Platforms

    • Software as a Service (SaaS)
    • Amazon Web Services
    Amazon SageMaker Data Labeling screenshot 1
     

    • Amazon SageMaker Data Labeling is the most popular SaaS alternative to Label Studio.

    • Amazon SageMaker Data Labeling is Freemium and ProprietaryLabel Studio is Freemium and Open Source
  5. HyperLabel icon

    HyperLabel

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    A desktop application with a UX built for through-put, HyperLabel is a complete toolset for quality labeling process management and training data creation.

    Cost / License

    • Free Personal
    • Proprietary

    Platforms

    • Mac
    • Windows
    HyperLabel screenshot 1
     
  6. quicklabel icon

    quicklabel

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    quicklabel is a native, streamlined GUI tool for manual classification of prompt/image pairs, meant for hobbyists. Outputs dreambooth-style finetuning datasets, as taken by the kohya_ss finetuning scripts.

    Cost / License

    • Free
    • Open Source

    Platforms

    • Windows
    • Linux
    quicklabel screenshot 1
     
  7. KopiKat icon

    KopiKat

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    No-code tool for generative image data augmentation helping to improve the accuracy of an AI model without changing the network architecture.

    Cost / License

    • Pay once
    • Proprietary

    Platforms

    • Online
    • Software as a Service (SaaS)
    Example of output images in different conditions and with saved annotations
     

    • KopiKat is the most popular commercial alternative to Label Studio.

    • KopiKat is Paid and ProprietaryLabel Studio is Freemium and Open Source

  9. Imagetagger

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    An open source online platform for collaborative image labeling.

    Cost / License

    • Free
    • Open Source

    Platforms

    • Self-Hosted
    Imagetagger screenshot 1
     

    • Imagetagger is the most popular Self-Hosted alternative to Label Studio.

    • Imagetagger is Free and Open SourceLabel Studio is Freemium and Open Source
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