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diff --git a/...traction_selection_classification_002.png → ...traction_selection_classification_001.png b/...traction_selection_classification_002.png → ...traction_selection_classification_001.png
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diff --git a/dev/_images/sphx_glr_plot_trainable_segmentation_001.png b/dev/_images/sphx_glr_plot_trainable_segmentation_001.png
diff --git a/dev/_images/sphx_glr_plot_trainable_segmentation_002.png b/dev/_images/sphx_glr_plot_trainable_segmentation_002.png
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diff --git a/dev/_sources/api/skimage.io.rst.txt b/dev/_sources/api/skimage.io.rst.txt
@@ -10,39 +10,19 @@
 .. autosummary::
    :nosignatures:
 
-   call_plugin
    concatenate_images
-   find_available_plugins
    imread
    imread_collection
    imread_collection_wrapper
    imsave
-   imshow
-   imshow_collection
    load_sift
    load_surf
-   plugin_info
-   plugin_order
    pop
    push
-   reset_plugins
-   show
-   use_plugin
 
    ImageCollection
    MultiImage
 
-   collection
-   manage_plugins
-   sift
-   util
-
-------------
-
-
-.. autofunction:: call_plugin
-
-    .. minigallery:: skimage.io.call_plugin
 
 ------------
 
@@ -54,13 +34,6 @@
 ------------
 
 
-.. autofunction:: find_available_plugins
-
-    .. minigallery:: skimage.io.find_available_plugins
-
-------------
-
-
 .. autofunction:: imread
 
     .. minigallery:: skimage.io.imread
@@ -89,20 +62,6 @@
 ------------
 
 
-.. autofunction:: imshow
-
-    .. minigallery:: skimage.io.imshow
-
-------------
-
-
-.. autofunction:: imshow_collection
-
-    .. minigallery:: skimage.io.imshow_collection
-
-------------
-
-
 .. autofunction:: load_sift
 
     .. minigallery:: skimage.io.load_sift
@@ -117,20 +76,6 @@
 ------------
 
 
-.. autofunction:: plugin_info
-
-    .. minigallery:: skimage.io.plugin_info
-
-------------
-
-
-.. autofunction:: plugin_order
-
-    .. minigallery:: skimage.io.plugin_order
-
-------------
-
-
 .. autofunction:: pop
 
     .. minigallery:: skimage.io.pop
@@ -142,27 +87,6 @@
 
     .. minigallery:: skimage.io.push
 
-------------
-
-
-.. autofunction:: reset_plugins
-
-    .. minigallery:: skimage.io.reset_plugins
-
-------------
-
-
-.. autofunction:: show
-
-    .. minigallery:: skimage.io.show
-
-------------
-
-
-.. autofunction:: use_plugin
-
-    .. minigallery:: skimage.io.use_plugin
-
 
 .. autoclass:: ImageCollection
   :members:

diff --git a/dev/_sources/auto_examples/applications/plot_3d_image_processing.rst.txt b/dev/_sources/auto_examples/applications/plot_3d_image_processing.rst.txt
@@ -351,7 +351,7 @@ will not work either.
 
             interactive(children=(IntSlider(value=34, description='plane', max=59), Output()), _dom_classes=('widget-interact',))
 
-    <function explore_slices.<locals>.display_slice at 0x7f56e53337e0>
+    <function explore_slices.<locals>.display_slice at 0x7faf83493c40>
 
 
 
@@ -473,7 +473,7 @@ slices interactively.
 
             interactive(children=(IntSlider(value=34, description='plane', max=59), Output()), _dom_classes=('widget-interact',))
 
-    <function explore_slices.<locals>.display_slice at 0x7f56e54872e0>
+    <function explore_slices.<locals>.display_slice at 0x7faf82b905e0>
 
 
 
@@ -584,7 +584,7 @@ Note that this works in a static HTML page!
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 10.681 seconds)
+   **Total running time of the script:** (0 minutes 10.607 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_3d_image_processing.py:

diff --git a/dev/_sources/auto_examples/applications/plot_3d_interaction.rst.txt b/dev/_sources/auto_examples/applications/plot_3d_interaction.rst.txt
@@ -148,7 +148,7 @@ The `imshow` function can display both grayscale and RGB(A) 2D images.
 
     Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [64..4095].
 
-    <matplotlib.image.AxesImage object at 0x7fe90a302f60>
+    <matplotlib.image.AxesImage object at 0x7faf840d4710>
 
 
 
@@ -375,7 +375,7 @@ The biologist's eye can spot that the two bright blobs (best seen in
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 14.999 seconds)
+   **Total running time of the script:** (0 minutes 13.602 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_3d_interaction.py:

diff --git a/dev/_sources/auto_examples/applications/plot_3d_structure_tensor.rst.txt b/dev/_sources/auto_examples/applications/plot_3d_structure_tensor.rst.txt
@@ -524,7 +524,7 @@ we would get the pancake situation.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.920 seconds)
+   **Total running time of the script:** (0 minutes 4.216 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_3d_structure_tensor.py:

diff --git a/dev/_sources/auto_examples/applications/plot_coins_segmentation.rst.txt b/dev/_sources/auto_examples/applications/plot_coins_segmentation.rst.txt
@@ -342,7 +342,7 @@ labeled individually.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.126 seconds)
+   **Total running time of the script:** (0 minutes 2.003 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_coins_segmentation.py:

diff --git a/dev/_sources/auto_examples/applications/plot_colocalization_metrics.rst.txt b/dev/_sources/auto_examples/applications/plot_colocalization_metrics.rst.txt
@@ -177,7 +177,7 @@ much lower than the overlap coefficient.
  .. code-block:: none
 
 
-    np.float64(0.21961338873782002)
+    np.float64(0.23522817010110394)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.862, p-val: 0
+    PCC: 0.822, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.077 seconds)
+   **Total running time of the script:** (0 minutes 1.495 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_colocalization_metrics.py:

diff --git a/dev/_sources/auto_examples/applications/plot_cornea_spot_inpainting.rst.txt b/dev/_sources/auto_examples/applications/plot_cornea_spot_inpainting.rst.txt
@@ -126,6 +126,9 @@ represented as grayscale.
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_cornea_spot_inpainting_001.html
+
 
 
 
@@ -168,9 +171,9 @@ variance.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_001.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_002.png
    :alt: Image median over time, Image variance over time
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_001.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_002.png
    :class: sphx-glr-single-img
 
 
@@ -244,9 +247,9 @@ it is easier for us to compare them:
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_002.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_003.png
    :alt: block_size = 21, block_size = 43
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_002.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_003.png
    :class: sphx-glr-single-img
 
 
@@ -278,9 +281,9 @@ closer to the desired results.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_003.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_004.png
    :alt: No offset, Offset = 15
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_003.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_004.png
    :class: sphx-glr-single-img
 
 
@@ -315,9 +318,9 @@ lines, while preserving the shape and size of larger objects.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_004.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_005.png
    :alt: mask before, after opening
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_004.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_005.png
    :class: sphx-glr-single-img
 
 
@@ -352,9 +355,9 @@ Next, we can make the detected areas wider by applying a dilation filter:
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_005.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_006.png
    :alt: Before, After dilation
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_005.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_006.png
    :class: sphx-glr-single-img
 
 
@@ -461,9 +464,9 @@ parameter).
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_006.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_007.png
    :alt: Segmented spots over restored image
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_006.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_007.png
    :class: sphx-glr-single-img
 
 
@@ -492,7 +495,7 @@ the opening processing step, when removing fine-grained features.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 29.335 seconds)
+   **Total running time of the script:** (0 minutes 28.899 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_cornea_spot_inpainting.py:

diff --git a/dev/_sources/auto_examples/applications/plot_face_detection.rst.txt b/dev/_sources/auto_examples/applications/plot_face_detection.rst.txt
@@ -134,7 +134,7 @@ using `OpenCV train cascade utility
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.465 seconds)
+   **Total running time of the script:** (0 minutes 0.479 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_face_detection.py:

diff --git a/dev/_sources/auto_examples/applications/plot_fluorescence_nuclear_envelope.rst.txt b/dev/_sources/auto_examples/applications/plot_fluorescence_nuclear_envelope.rst.txt
@@ -119,6 +119,9 @@ The dataset is a 2D image stack with 15 frames (time points) and 2 channels.
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_fluorescence_nuclear_envelope_001.html
+
 
 
 
@@ -282,9 +285,9 @@ Let us visualize these processing steps in a sequence of subplots.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_001.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_002.png
    :alt: a) Raw, b) Blur, c) Threshold, c-1) Fill in, c-2) Keep one nucleus, d) Dilate, e) Erode, f) Nucleus Rim
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_001.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_002.png
    :class: sphx-glr-single-img
 
 
@@ -321,9 +324,9 @@ it as a mask to measure the intensity in the second channel.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_002.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_003.png
    :alt: Second channel (raw), Selection
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_002.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_003.png
    :class: sphx-glr-single-img
 
 
@@ -594,9 +597,9 @@ regions.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_003.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_004.png
    :alt: Change in fluorescence intensity at the nuclear envelope
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_003.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_004.png
    :class: sphx-glr-single-img
 
 
@@ -612,7 +615,7 @@ time points, and then becomes roughly constant.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.691 seconds)
+   **Total running time of the script:** (0 minutes 2.909 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_fluorescence_nuclear_envelope.py: