:orphan:

================
Vision Checks
================


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Custom Checks
=============



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    <div class="sphx-glr-thumbcontainer" tooltip="In addition to deepchecks&#x27; built-in checks, it is possible to extend deepchecks by implementing...">

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  .. image:: /checks_gallery/vision/custom/images/thumb/sphx_glr_plot_create_a_custom_check_thumb.png
    :alt:

  :ref:`sphx_glr_checks_gallery_vision_custom_plot_create_a_custom_check.py`

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      <div class="sphx-glr-thumbnail-title">Create a Custom Check</div>
    </div>


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    </div>

Data Integrity
==============




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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding the image property outliers che...">

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  .. image:: /checks_gallery/vision/data_integrity/images/thumb/sphx_glr_plot_image_property_outliers_thumb.png
    :alt:

  :ref:`sphx_glr_checks_gallery_vision_data_integrity_plot_image_property_outliers.py`

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      <div class="sphx-glr-thumbnail-title">Image Property Outliers</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding the label property outliers che...">

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  .. image:: /checks_gallery/vision/data_integrity/images/thumb/sphx_glr_plot_label_property_outliers_thumb.png
    :alt:

  :ref:`sphx_glr_checks_gallery_vision_data_integrity_plot_label_property_outliers.py`

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      <div class="sphx-glr-thumbnail-title">Label Property Outliers</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the &quot;Property Label Correlation&quot;...">

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  .. image:: /checks_gallery/vision/data_integrity/images/thumb/sphx_glr_plot_property_label_correlation_thumb.png
    :alt:

  :ref:`sphx_glr_checks_gallery_vision_data_integrity_plot_property_label_correlation.py`

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      <div class="sphx-glr-thumbnail-title">Property Label Correlation</div>
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    </div>

Model Evaluation
================


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding the confusion matrix check.">

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  .. image:: /checks_gallery/vision/model_evaluation/images/thumb/sphx_glr_plot_confusion_matrix_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_model_evaluation_plot_confusion_matrix.py`

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      <div class="sphx-glr-thumbnail-title">Confusion Matrix</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding the mean average recall report ...">

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  .. image:: /checks_gallery/vision/model_evaluation/images/thumb/sphx_glr_plot_mean_average_recall_report_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_model_evaluation_plot_mean_average_recall_report.py`

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      <div class="sphx-glr-thumbnail-title">Mean Average Recall Report</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding the mean average precision repo...">

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  .. image:: /checks_gallery/vision/model_evaluation/images/thumb/sphx_glr_plot_mean_average_precision_report_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_model_evaluation_plot_mean_average_precision_report.py`

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      <div class="sphx-glr-thumbnail-title">Mean Average Precision Report</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding simple model comparison check.">

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  .. image:: /checks_gallery/vision/model_evaluation/images/thumb/sphx_glr_plot_simple_model_comparison_thumb.png
    :alt:

  :ref:`sphx_glr_checks_gallery_vision_model_evaluation_plot_simple_model_comparison.py`

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      <div class="sphx-glr-thumbnail-title">Simple Model Comparison</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding single dataset performance chec...">

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  .. image:: /checks_gallery/vision/model_evaluation/images/thumb/sphx_glr_plot_single_dataset_performance_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_model_evaluation_plot_single_dataset_performance.py`

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      <div class="sphx-glr-thumbnail-title">Single Dataset Performance</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding the class performance check.">

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  .. image:: /checks_gallery/vision/model_evaluation/images/thumb/sphx_glr_plot_class_performance_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_model_evaluation_plot_class_performance.py`

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      <div class="sphx-glr-thumbnail-title">Class Performance</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the weak segment performance che...">

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  .. image:: /checks_gallery/vision/model_evaluation/images/thumb/sphx_glr_plot_weak_segments_performance_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_model_evaluation_plot_weak_segments_performance.py`

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      <div class="sphx-glr-thumbnail-title">Weak Segments Performance</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding the vision prediction drift che...">

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  .. image:: /checks_gallery/vision/model_evaluation/images/thumb/sphx_glr_plot_prediction_drift_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_model_evaluation_plot_prediction_drift.py`

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      <div class="sphx-glr-thumbnail-title">Prediction Drift</div>
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Train Test Validation
=====================


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding the New Labels check.">

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  .. image:: /checks_gallery/vision/train_test_validation/images/thumb/sphx_glr_plot_new_labels_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_train_test_validation_plot_new_labels.py`

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      <div class="sphx-glr-thumbnail-title">New Labels</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding Heatmap comparison check.">

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  .. image:: /checks_gallery/vision/train_test_validation/images/thumb/sphx_glr_plot_heatmap_comparison_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_train_test_validation_plot_heatmap_comparison.py`

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      <div class="sphx-glr-thumbnail-title">Heatmap Comparison</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding the image dataset drift check, ...">

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  .. image:: /checks_gallery/vision/train_test_validation/images/thumb/sphx_glr_plot_image_dataset_drift_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_train_test_validation_plot_image_dataset_drift.py`

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      <div class="sphx-glr-thumbnail-title">Image Dataset Drift</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding the image property drift check.">

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  .. image:: /checks_gallery/vision/train_test_validation/images/thumb/sphx_glr_plot_image_property_drift_thumb.png
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  :ref:`sphx_glr_checks_gallery_vision_train_test_validation_plot_image_property_drift.py`

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      <div class="sphx-glr-thumbnail-title">Image Property Drift</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This notebooks provides an overview for using and understanding label drift check.">

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  .. image:: /checks_gallery/vision/train_test_validation/images/thumb/sphx_glr_plot_label_drift_thumb.png
    :alt:

  :ref:`sphx_glr_checks_gallery_vision_train_test_validation_plot_label_drift.py`

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      <div class="sphx-glr-thumbnail-title">Label Drift</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This notebook provides an overview for using and understanding the &quot;Property Label Correlation ...">

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  .. image:: /checks_gallery/vision/train_test_validation/images/thumb/sphx_glr_plot_property_label_correlation_change_thumb.png
    :alt:

  :ref:`sphx_glr_checks_gallery_vision_train_test_validation_plot_property_label_correlation_change.py`

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      <div class="sphx-glr-thumbnail-title">Property Label Correlation Change</div>
    </div>


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    </div>


.. toctree::
   :hidden:
   :includehidden:


   /checks_gallery/vision/custom/index.rst
   /checks_gallery/vision/data_integrity/index.rst
   /checks_gallery/vision/model_evaluation/index.rst
   /checks_gallery/vision/train_test_validation/index.rst


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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: vision_python.zip </checks_gallery/vision/vision_python.zip>`

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

      :download:`Download all examples in Jupyter notebooks: vision_jupyter.zip </checks_gallery/vision/vision_jupyter.zip>`


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

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