.. _sphx_glr_auto_examples_domain-adaptation:




Domain adaptation examples
--------------------------


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    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="Linear OT mapping estimation">

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  .. image:: /auto_examples/domain-adaptation/images/thumb/sphx_glr_plot_otda_linear_mapping_thumb.png
    :alt: Linear OT mapping estimation

  :ref:`sphx_glr_auto_examples_domain-adaptation_plot_otda_linear_mapping.py`

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      <div class="sphx-glr-thumbnail-title">Linear OT mapping estimation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example introduces a domain adaptation in a 2D setting and OTDA approach with Laplacian re...">

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  .. image:: /auto_examples/domain-adaptation/images/thumb/sphx_glr_plot_otda_laplacian_thumb.png
    :alt: OT with Laplacian regularization for domain adaptation

  :ref:`sphx_glr_auto_examples_domain-adaptation_plot_otda_laplacian.py`

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      <div class="sphx-glr-thumbnail-title">OT with Laplacian regularization for domain adaptation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example presents a way of transferring colors between two images with Optimal Transport as...">

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  .. image:: /auto_examples/domain-adaptation/images/thumb/sphx_glr_plot_otda_color_images_thumb.png
    :alt: OT for image color adaptation

  :ref:`sphx_glr_auto_examples_domain-adaptation_plot_otda_color_images.py`

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      <div class="sphx-glr-thumbnail-title">OT for image color adaptation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example presents how to use MappingTransport to estimate at the same time both the couplin...">

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  .. image:: /auto_examples/domain-adaptation/images/thumb/sphx_glr_plot_otda_mapping_thumb.png
    :alt: OT mapping estimation for domain adaptation

  :ref:`sphx_glr_auto_examples_domain-adaptation_plot_otda_mapping.py`

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      <div class="sphx-glr-thumbnail-title">OT mapping estimation for domain adaptation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="OT for domain adaptation with image color adaptation [6] with mapping estimation [8].">

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  .. image:: /auto_examples/domain-adaptation/images/thumb/sphx_glr_plot_otda_mapping_colors_images_thumb.png
    :alt: OT for image color adaptation with mapping estimation

  :ref:`sphx_glr_auto_examples_domain-adaptation_plot_otda_mapping_colors_images.py`

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      <div class="sphx-glr-thumbnail-title">OT for image color adaptation with mapping estimation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example introduces a semi supervised domain adaptation in a 2D setting. It explicits the p...">

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  .. image:: /auto_examples/domain-adaptation/images/thumb/sphx_glr_plot_otda_semi_supervised_thumb.png
    :alt: OTDA unsupervised vs semi-supervised setting

  :ref:`sphx_glr_auto_examples_domain-adaptation_plot_otda_semi_supervised.py`

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      <div class="sphx-glr-thumbnail-title">OTDA unsupervised vs semi-supervised setting</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example introduces a domain adaptation in a 2D setting and the 4 OTDA approaches currently...">

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  .. image:: /auto_examples/domain-adaptation/images/thumb/sphx_glr_plot_otda_classes_thumb.png
    :alt: OT for domain adaptation

  :ref:`sphx_glr_auto_examples_domain-adaptation_plot_otda_classes.py`

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      <div class="sphx-glr-thumbnail-title">OT for domain adaptation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example introduces a domain adaptation in a 2D setting. It explicits the problem of domain...">

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  .. image:: /auto_examples/domain-adaptation/images/thumb/sphx_glr_plot_otda_d2_thumb.png
    :alt: OT for domain adaptation on empirical distributions

  :ref:`sphx_glr_auto_examples_domain-adaptation_plot_otda_d2.py`

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      <div class="sphx-glr-thumbnail-title">OT for domain adaptation on empirical distributions</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example introduces a target shift problem with two 2D source and 1 target domain.">

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  .. image:: /auto_examples/domain-adaptation/images/thumb/sphx_glr_plot_otda_jcpot_thumb.png
    :alt: OT for multi-source target shift

  :ref:`sphx_glr_auto_examples_domain-adaptation_plot_otda_jcpot.py`

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      <div class="sphx-glr-thumbnail-title">OT for multi-source target shift</div>
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    </div>


.. toctree::
   :hidden:

   /auto_examples/domain-adaptation/plot_otda_linear_mapping
   /auto_examples/domain-adaptation/plot_otda_laplacian
   /auto_examples/domain-adaptation/plot_otda_color_images
   /auto_examples/domain-adaptation/plot_otda_mapping
   /auto_examples/domain-adaptation/plot_otda_mapping_colors_images
   /auto_examples/domain-adaptation/plot_otda_semi_supervised
   /auto_examples/domain-adaptation/plot_otda_classes
   /auto_examples/domain-adaptation/plot_otda_d2
   /auto_examples/domain-adaptation/plot_otda_jcpot