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@autodistill

Autodistill

Use big, slow foundation vision models to train smaller, faster models.

Autodistill is an ecosystem for using big, slower foundation models to train small, faster supervised models. Using autodistill and its associated packages, you can go from unlabeled images to inference on a custom model running at the edge with no human intervention in between.

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  1. autodistill autodistill Public

    Images to inference with no labeling (use foundation models to train supervised models).

    Python 1.9k 147

  2. autodistill-metaclip autodistill-metaclip Public

    MetaCLIP module for use with Autodistill.

    Python 21 1

  3. autodistill-grounded-sam autodistill-grounded-sam Public

    GroundedSAM Base Model plugin for Autodistill

    Python 43 8

Repositories

Showing 10 of 61 repositories
  • autodistill Public

    Images to inference with no labeling (use foundation models to train supervised models).

    autodistill/autodistill’s past year of commit activity
    Python 1,853 Apache-2.0 147 28 6 Updated Sep 19, 2024
  • autodistill-gemini Public

    Use Gemini to auto-label images for use with Autodistill.

    autodistill/autodistill-gemini’s past year of commit activity
    Python 3 MIT 2 0 0 Updated Aug 27, 2024
  • autodistill-florence-2 Public

    Use Florence 2 to auto-label data for use in training fine-tuned object detection models.

    autodistill/autodistill-florence-2’s past year of commit activity
    Python 54 4 3 0 Updated Aug 15, 2024
  • autodistill-grounded-sam-2 Public

    Use Segment Anything 2, grounded with Florence-2, to auto-label data for use in training vision models.

    autodistill/autodistill-grounded-sam-2’s past year of commit activity
    Python 80 Apache-2.0 5 6 0 Updated Aug 7, 2024
  • autodistill-gpt-4v Public

    GPT-4V(ision) module for use with Autodistill.

    autodistill/autodistill-gpt-4v’s past year of commit activity
    Python 25 MIT 6 3 1 Updated Jul 30, 2024
  • autodistill-grounding-dino Public

    Grounding DINO module for use with Autodistill.

    autodistill/autodistill-grounding-dino’s past year of commit activity
    Python 18 Apache-2.0 13 6 1 Updated Jul 1, 2024
  • autodistill-target-model-template Public template

    A template for use in creating Autodistill Target Model packages.

    autodistill/autodistill-target-model-template’s past year of commit activity
    Python 0 1 0 1 Updated Jun 20, 2024
  • autodistill-paligemma Public

    Use PaliGemma to auto-label data for use in training fine-tuned vision models.

    autodistill/autodistill-paligemma’s past year of commit activity
    Python 11 1 0 0 Updated Jun 13, 2024
  • autodistill-distilbert Public

    Train a DistilBERT text classification model with Autodistill.

    autodistill/autodistill-distilbert’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Jun 11, 2024
  • autodistill-setfit Public

    Train a SetFit model for use in text classification.

    autodistill/autodistill-setfit’s past year of commit activity
    Python 0 0 0 0 Updated Jun 11, 2024