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diff --git a/..._glr_plot_solidification_tracking_008.png → ..._glr_plot_solidification_tracking_010.png b/..._glr_plot_solidification_tracking_008.png → ..._glr_plot_solidification_tracking_010.png
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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 0x7fc90c123880>
+    <function explore_slices.<locals>.display_slice at 0x7efecd7c9940>
 
 
 
@@ -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 0x7fc90c174a40>
+    <function explore_slices.<locals>.display_slice at 0x7efec5db6480>
 
 
 
@@ -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 10.715 seconds)
+   **Total running time of the script:** (0 minutes 10.359 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 0x7fc90e134440>
+    <matplotlib.image.AxesImage object at 0x7f59f4b362d0>
 
 
 
@@ -322,6 +322,9 @@ Click the play button to move along the ``z`` axis, through the stack of all
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_3d_interaction_005.html
+
 
 
 
@@ -348,6 +351,9 @@ Combine channel facetting and slice animation
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_3d_interaction_006.html
+
 
 
 
@@ -375,7 +381,7 @@ 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 10.660 seconds)
+   **Total running time of the script:** (0 minutes 12.684 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 4.030 seconds)
+   **Total running time of the script:** (0 minutes 4.087 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 1.970 seconds)
+   **Total running time of the script:** (0 minutes 2.028 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(0.22507592864015563)
+    np.float64(0.20691853925342985)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.81, p-val: 0
+    PCC: 0.879, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.621 seconds)
+   **Total running time of the script:** (0 minutes 1.681 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
@@ -126,9 +126,6 @@ represented as grayscale.
 
 
 
-.. raw:: html
-    :file: images/sphx_glr_plot_cornea_spot_inpainting_001.html
-
 
 
 
@@ -171,9 +168,9 @@ variance.
 
 
 
-.. 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_001.png
    :alt: Image median over time, Image variance over time
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_002.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_001.png
    :class: sphx-glr-single-img
 
 
@@ -247,9 +244,9 @@ it is easier for us to compare them:
 
 
 
-.. 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_002.png
    :alt: block_size = 21, block_size = 43
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_003.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_002.png
    :class: sphx-glr-single-img
 
 
@@ -281,9 +278,9 @@ closer to the desired results.
 
 
 
-.. 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_003.png
    :alt: No offset, Offset = 15
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_004.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_003.png
    :class: sphx-glr-single-img
 
 
@@ -318,9 +315,9 @@ lines, while preserving the shape and size of larger objects.
 
 
 
-.. 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_004.png
    :alt: mask before, after opening
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_005.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_004.png
    :class: sphx-glr-single-img
 
 
@@ -355,9 +352,9 @@ 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_006.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_005.png
    :alt: Before, After dilation
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_006.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_005.png
    :class: sphx-glr-single-img
 
 
@@ -464,9 +461,9 @@ parameter).
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_007.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_006.png
    :alt: Segmented spots over restored image
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_007.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_cornea_spot_inpainting_006.png
    :class: sphx-glr-single-img
 
 
@@ -495,7 +492,7 @@ the opening processing step, when removing fine-grained features.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 28.638 seconds)
+   **Total running time of the script:** (0 minutes 27.912 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 0.469 seconds)
+   **Total running time of the script:** (0 minutes 0.461 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
@@ -119,9 +119,6 @@ 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
-
 
 
 
@@ -285,9 +282,9 @@ Let us visualize these processing steps in a sequence of subplots.
 
 
 
-.. 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_001.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_002.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_001.png
    :class: sphx-glr-single-img
 
 
@@ -324,9 +321,9 @@ it as a mask to measure the intensity in the second channel.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_003.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_002.png
    :alt: Second channel (raw), Selection
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_003.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_002.png
    :class: sphx-glr-single-img
 
 
@@ -597,9 +594,9 @@ regions.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_004.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_003.png
    :alt: Change in fluorescence intensity at the nuclear envelope
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_004.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_003.png
    :class: sphx-glr-single-img
 
 
@@ -615,7 +612,7 @@ time points, and then becomes roughly constant.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.447 seconds)
+   **Total running time of the script:** (0 minutes 2.852 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_fluorescence_nuclear_envelope.py:

diff --git a/...uto_examples/applications/plot_haar_extraction_selection_classification.rst.txt b/...uto_examples/applications/plot_haar_extraction_selection_classification.rst.txt
@@ -282,15 +282,15 @@ Once the features are extracted, we can train and test a new classifier.
 
  .. code-block:: none
 
-    Computing the full feature set took 54.979s, plus 2.687s training, for an AUC of 1.00. Computing the restricted feature set took 0.096s, plus 1.594s training, for an AUC of 1.00.
+    Computing the full feature set took 54.658s, plus 2.710s training, for an AUC of 1.00. Computing the restricted feature set took 0.164s, plus 1.944s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 2.568 seconds)
+   **Total running time of the script:** (1 minutes 2.929 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_haar_extraction_selection_classification.py:

diff --git a/dev/_sources/auto_examples/applications/plot_human_mitosis.rst.txt b/dev/_sources/auto_examples/applications/plot_human_mitosis.rst.txt
@@ -186,9 +186,6 @@ resort to :ref:`sphx_glr_auto_examples_segmentation_plot_multiotsu.py`.
    :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_003.png
    :class: sphx-glr-single-img
 
-.. raw:: html
-    :file: images/sphx_glr_plot_human_mitosis_004.html
-
 
 
 
@@ -297,9 +294,9 @@ is underestimated.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_004.png
    :alt: Original, Dividing nuclei?, All nuclei?
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_004.png
    :class: sphx-glr-single-img
 
 
@@ -348,9 +345,9 @@ by dichotomy, visually and manually.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
    :alt: Dividing nuclei
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
    :class: sphx-glr-single-img
 
 
@@ -445,9 +442,9 @@ label with argument `bg_label=0`.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_007.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
    :alt: Overlapping nuclei, Segmented nuclei
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_007.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
    :class: sphx-glr-single-img
 
 
@@ -522,7 +519,7 @@ cells in this sample. Therefore, we estimate the mitotic index to be:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.806 seconds)
+   **Total running time of the script:** (0 minutes 2.729 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_human_mitosis.py:

diff --git a/dev/_sources/auto_examples/applications/plot_image_comparison.rst.txt b/dev/_sources/auto_examples/applications/plot_image_comparison.rst.txt
@@ -192,7 +192,7 @@ Blend
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.721 seconds)
+   **Total running time of the script:** (0 minutes 2.756 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_image_comparison.py:

diff --git a/dev/_sources/auto_examples/applications/plot_morphology.rst.txt b/dev/_sources/auto_examples/applications/plot_morphology.rst.txt
@@ -70,7 +70,7 @@ functions only work on gray-scale or binary images, so we set ``as_gray=True``.
  .. code-block:: none
 
 
-    <matplotlib.image.AxesImage object at 0x7f56520f5940>
+    <matplotlib.image.AxesImage object at 0x7efed1ba56d0>
 
 
 

diff --git a/dev/_sources/auto_examples/applications/plot_pixel_graphs.rst.txt b/dev/_sources/auto_examples/applications/plot_pixel_graphs.rst.txt
@@ -199,7 +199,7 @@ to the position of the centroid!
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 28.522 seconds)
+   **Total running time of the script:** (1 minutes 19.520 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_pixel_graphs.py:

diff --git a/dev/_sources/auto_examples/applications/plot_rank_filters.rst.txt b/dev/_sources/auto_examples/applications/plot_rank_filters.rst.txt
@@ -1104,7 +1104,7 @@ on increasing image size:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 42.858 seconds)
+   **Total running time of the script:** (0 minutes 51.701 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_rank_filters.py:
Original file line number	Diff line number	Diff line change
Expand Up		@@ -70,7 +70,7 @@ functions only work on gray-scale or binary images, so we set ``as_gray=True``.
		.. code-block:: none


		<matplotlib.image.AxesImage object at 0x7f56520f5940>
		<matplotlib.image.AxesImage object at 0x7efed1ba56d0>



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