:orphan:

2D examples
===========

These scripts demonstrate the capabilities of the 2D scattering transform
class, ``Scattering2D``.



.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Classification of MNIST with scattering">

.. only:: html

  .. image:: /gallery_2d/images/thumb/sphx_glr_mnist_keras_thumb.png
    :alt: Classification of MNIST with scattering

  :ref:`sphx_glr_gallery_2d_mnist_keras.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Classification of MNIST with scattering</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Scikit-learn transformer example">

.. only:: html

  .. image:: /gallery_2d/images/thumb/sphx_glr_plot_sklearn_thumb.png
    :alt: Scikit-learn transformer example

  :ref:`sphx_glr_gallery_2d_plot_sklearn.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Scikit-learn transformer example</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Plot the 2D wavelet filters">

.. only:: html

  .. image:: /gallery_2d/images/thumb/sphx_glr_plot_filters_thumb.png
    :alt: Plot the 2D wavelet filters

  :ref:`sphx_glr_gallery_2d_plot_filters.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot the 2D wavelet filters</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Inverting scattering via mse">

.. only:: html

  .. image:: /gallery_2d/images/thumb/sphx_glr_plot_invert_scattering_torch_thumb.png
    :alt: Inverting scattering via mse

  :ref:`sphx_glr_gallery_2d_plot_invert_scattering_torch.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Inverting scattering via mse</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Author: https://github.com/Jonas1312">

.. only:: html

  .. image:: /gallery_2d/images/thumb/sphx_glr_plot_scattering_disk_thumb.png
    :alt: Scattering disk display

  :ref:`sphx_glr_gallery_2d_plot_scattering_disk.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Scattering disk display</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Description: This example trains a convolutional network to invert the scattering transform at ...">

.. only:: html

  .. image:: /gallery_2d/images/thumb/sphx_glr_regularized_inverse_scattering_MNIST_torch_thumb.png
    :alt: Regularized inverse of a scattering transform on MNIST

  :ref:`sphx_glr_gallery_2d_regularized_inverse_scattering_MNIST_torch.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Regularized inverse of a scattering transform on MNIST</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Based on pytorch example for MNIST">

.. only:: html

  .. image:: /gallery_2d/images/thumb/sphx_glr_cifar_torch_thumb.png
    :alt: Classification on CIFAR10

  :ref:`sphx_glr_gallery_2d_cifar_torch.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Classification on CIFAR10</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Based on pytorch example for CIFAR10">

.. only:: html

  .. image:: /gallery_2d/images/thumb/sphx_glr_cifar_resnet_torch_thumb.png
    :alt: Classification on CIFAR10 (ResNet)

  :ref:`sphx_glr_gallery_2d_cifar_resnet_torch.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Classification on CIFAR10 (ResNet)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Based on pytorch example for CIFAR10">

.. only:: html

  .. image:: /gallery_2d/images/thumb/sphx_glr_cifar_small_sample_thumb.png
    :alt: Classification on CIFAR10 (ResNet)

  :ref:`sphx_glr_gallery_2d_cifar_small_sample.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Classification on CIFAR10 (ResNet)</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /gallery_2d/mnist_keras
   /gallery_2d/plot_sklearn
   /gallery_2d/plot_filters
   /gallery_2d/plot_invert_scattering_torch
   /gallery_2d/plot_scattering_disk
   /gallery_2d/regularized_inverse_scattering_MNIST_torch
   /gallery_2d/cifar_torch
   /gallery_2d/cifar_resnet_torch
   /gallery_2d/cifar_small_sample


.. only:: html

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

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

      :download:`Download all examples in Python source code: gallery_2d_python.zip </gallery_2d/gallery_2d_python.zip>`

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

      :download:`Download all examples in Jupyter notebooks: gallery_2d_jupyter.zip </gallery_2d/gallery_2d_jupyter.zip>`


.. only:: html

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

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