Amazon SageMaker Data Labeling Alternatives

Amazon SageMaker Data Labeling is described as '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' and is an app. There are more than 10 alternatives to Amazon SageMaker Data Labeling for a variety of platforms, including Web-based, Self-Hosted, SaaS, Linux and Mac apps. The best Amazon SageMaker Data Labeling alternative is UniversalDataTool, which is both free and Open Source. Other great apps like Amazon SageMaker Data Labeling are VGG Image Annotator (VIA), Computer Vision Annotation Tool (CVAT), HyperLabel and DINOv2.

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Alternatives list

  1. UniversalDataTool icon

    UniversalDataTool

     22 likes
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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 Amazon SageMaker Data Labeling.

    • UniversalDataTool is the most popular Open Source & free alternative to Amazon SageMaker Data Labeling.

    • UniversalDataTool is Free and Open SourceAmazon SageMaker Data Labeling is Freemium and Proprietary
  2. VGG Image Annotator (VIA) icon

    VGG Image Annotator (VIA)

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    VGG Image Annotator is a simple and standalone manual annotation software for image, audio and video. VIA runs in a web browser and does not require any installation or setup.

    Cost / License

    • Free
    • Open Source

    Platforms

    • Self-Hosted
    VGG Image Annotator (VIA) screenshot 1
     

    • VGG Image Annotator (VIA) is the most popular Self-Hosted alternative to Amazon SageMaker Data Labeling.

    • VGG Image Annotator (VIA) is Free and Open SourceAmazon SageMaker Data Labeling is Freemium and Proprietary
  5. HyperLabel icon

    HyperLabel

     2 likes
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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. DINOv2 icon

    DINOv2

     1 like
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    A family of foundation models producing universal features suitable for image-level visual tasks (image classification, instance retrieval, video understanding) as well as pixel-level visual tasks (depth estimation, semantic segmentation).

    20 DINOv2 alternatives

    Cost / License

    Platforms

    • Self-Hosted
    DINOv2 models demonstrate strong out-of-distribution performance and the produced features are usable without requiring any fine-tuning.
     
  7. Supervisely icon

    Supervisely

     1 like
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    Supervisely helps people with and without machine learning expertise to create state-of-the-art computer vision applications. We care about entire workflow from raw data to building and deploying neural networks for your special task without coding.

    Cost / License

    • Freemium (Pay once)
    • Proprietary

    Platforms

    • Online
    Supervisely screenshot 1
     
  9. Label Box icon

    Label Box

     3 likes
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    A complete solution for your training data problem with fast labeling tools, human workforce, data management, a powerful API and automation features.

    Cost / License

    • Pay once
    • Proprietary

    Platforms

    • Online
    Label Box screenshot 1
     

    • Label Box is the most popular commercial alternative to Amazon SageMaker Data Labeling.

    • Label Box is Paid and ProprietaryAmazon SageMaker Data Labeling is Freemium and Proprietary
  10. Heartex icon

    Heartex

     1 like
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    Data labeling tool for various data types with a customizable interface, annotation team management, and automatic labeling through active learning.

    Cost / License

    • Subscription
    • Proprietary

    Platforms

    • Self-Hosted
    • Software as a Service (SaaS)
    Heartex screenshot 1
     

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

    • Heartex is Paid and ProprietaryAmazon SageMaker Data Labeling is Freemium and Proprietary
  11. OnePanel icon

    OnePanel

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    Flexible Deep Learning Workflows on GPUs.

    Cost / License

    • Pay once
    • Proprietary

    Platforms

    • Online
    OnePanel screenshot 1
     
  12. 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
     
  13. Segments.ai icon

    Segments.ai

     1 like
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    The platform for computer vision experts to iterate more quickly between data labeling, model training and failure case discovery.

    Cost / License

    • Subscription
    • Proprietary

    Platforms

    • Online
    • Software as a Service (SaaS)
    Segments.ai screenshot 1
     
  14. Remo.ai icon

    Remo.ai

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    The smart way to manage your Computer Vision datasets. You have thousands of images and 10 times as many annotations.

    Cost / License

    • Free
    • Proprietary

    Platforms

    • Mac
    • Windows
    • Linux
    • Online
    • Self-Hosted
     
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