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diff --git a/..._glr_plot_solidification_tracking_009.png → ..._glr_plot_solidification_tracking_005.png b/..._glr_plot_solidification_tracking_009.png → ..._glr_plot_solidification_tracking_005.png
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diff --git a/.../sphx_glr_plot_thresholding_guide_006.png → .../sphx_glr_plot_thresholding_guide_009.png b/.../sphx_glr_plot_thresholding_guide_006.png → .../sphx_glr_plot_thresholding_guide_009.png
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
diff --git a/dev/_images/sphx_glr_plot_trainable_segmentation_003.png b/dev/_images/sphx_glr_plot_trainable_segmentation_003.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 0x7f557050f7e0>
+    <function explore_slices.<locals>.display_slice at 0x7fc333d22e80>
 
 
 
@@ -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 0x7f556fff8220>
+    <function explore_slices.<locals>.display_slice at 0x7fc333e57b00>
 
 
 
@@ -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 10.885 seconds)
+   **Total running time of the script:** (0 minutes 10.449 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 0x7f8522b3df10>
+    <matplotlib.image.AxesImage object at 0x7f253c2aef60>
 
 
 
@@ -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 14.539 seconds)
+   **Total running time of the script:** (0 minutes 13.293 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 5.007 seconds)
+   **Total running time of the script:** (0 minutes 4.253 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 2.019 seconds)
+   **Total running time of the script:** (0 minutes 2.013 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(0.2750755335950482)
+    np.float64(0.2657697864891008)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.852, p-val: 0
+    PCC: 0.851, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.996 seconds)
+   **Total running time of the script:** (0 minutes 1.799 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 29.555 seconds)
+   **Total running time of the script:** (0 minutes 28.436 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 0.476 seconds)
+   **Total running time of the script:** (0 minutes 0.463 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
@@ -64,6 +64,9 @@ scikit-image.
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_fluorescence_nuclear_envelope_001.html
+
 
 
 
@@ -119,9 +122,6 @@ 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
-
 
 
 
@@ -290,6 +290,9 @@ Let us visualize these processing steps in a sequence of subplots.
    :srcset: /auto_examples/applications/images/sphx_glr_plot_fluorescence_nuclear_envelope_002.png
    :class: sphx-glr-single-img
 
+.. raw:: html
+    :file: images/sphx_glr_plot_fluorescence_nuclear_envelope_003.html
+
 
 
 
@@ -324,9 +327,9 @@ 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_004.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_004.png
    :class: sphx-glr-single-img
 
 
@@ -597,9 +600,9 @@ 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_005.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_005.png
    :class: sphx-glr-single-img
 
 
@@ -615,7 +618,7 @@ time points, and then becomes roughly constant.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.750 seconds)
+   **Total running time of the script:** (0 minutes 2.638 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 56.627s, plus 2.307s training, for an AUC of 1.00. Computing the restricted feature set took 0.096s, plus 1.612s training, for an AUC of 1.00.
+    Computing the full feature set took 30.050s, plus 2.754s training, for an AUC of 1.00. Computing the restricted feature set took 0.169s, plus 2.309s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 3.826 seconds)
+   **Total running time of the script:** (0 minutes 39.057 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
@@ -447,9 +447,6 @@ label with argument `bg_label=0`.
    :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
    :class: sphx-glr-single-img
 
-.. raw:: html
-    :file: images/sphx_glr_plot_human_mitosis_007.html
-
 
 
 
@@ -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 3.645 seconds)
+   **Total running time of the script:** (0 minutes 2.826 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 2.704 seconds)
+   **Total running time of the script:** (0 minutes 2.690 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 0x7fa3c29ea0c0>
+    <matplotlib.image.AxesImage object at 0x7ff7464f6690>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.184 seconds)
+   **Total running time of the script:** (0 minutes 2.187 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_morphology.py:

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 31.031 seconds)
+   **Total running time of the script:** (1 minutes 20.974 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 42.124 seconds)
+   **Total running time of the script:** (0 minutes 44.000 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_rank_filters.py: