:orphan:


Detectors
******************

This section contains some usage examples for different Out-of-Distribution detectors.




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

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    <div class="sphx-glr-thumbcontainer" tooltip="Uses MCD based on a pre-trained model from the Hendrycks baseline paper.">

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  .. image:: /auto_examples/detectors/images/thumb/sphx_glr_mcd_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_detectors_mcd.py`

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      <div class="sphx-glr-thumbnail-title">Monte Carlo Dropout</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Uses MSP based on a pre-trained model from the Hendrycks baseline paper.">

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  .. image:: /auto_examples/detectors/images/thumb/sphx_glr_softmax_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_detectors_softmax.py`

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      <div class="sphx-glr-thumbnail-title">MSP</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="pytorch_ood.detector.OpenMax was originally proposed for Open Set Recognition but can be adapted for Out-of-Distribution tasks.">

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  .. image:: /auto_examples/detectors/images/thumb/sphx_glr_openmax_thumb.png
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  :ref:`sphx_glr_auto_examples_detectors_openmax.py`

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      <div class="sphx-glr-thumbnail-title">OpenMax</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Running pytorch_ood.detector.MultiMahalanobis on CIFAR 10.">

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  .. image:: /auto_examples/detectors/images/thumb/sphx_glr_mmahalanobis_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_detectors_mmahalanobis.py`

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      <div class="sphx-glr-thumbnail-title">Multi-Layer Mahalanobis</div>
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    </div>


.. toctree::
   :hidden:

   /auto_examples/detectors/mcd
   /auto_examples/detectors/softmax
   /auto_examples/detectors/openmax
   /auto_examples/detectors/mmahalanobis


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  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: detectors_python.zip </auto_examples/detectors/detectors_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: detectors_jupyter.zip </auto_examples/detectors/detectors_jupyter.zip>`


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 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_