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diff --git a/..._glr_plot_solidification_tracking_008.png → ..._glr_plot_solidification_tracking_009.png b/..._glr_plot_solidification_tracking_008.png → ..._glr_plot_solidification_tracking_009.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
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 0x7fda02ead8a0>
+    <function explore_slices.<locals>.display_slice at 0x7f60e184f920>
 
 
 
@@ -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 0x7fda00514d60>
+    <function explore_slices.<locals>.display_slice at 0x7f60e17b65c0>
 
 
 
@@ -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 10.402 seconds)
+   **Total running time of the script:** (0 minutes 10.601 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 0x7fca43d8d430>
+    <matplotlib.image.AxesImage object at 0x7ff9f004b5f0>
 
 
 
@@ -348,6 +348,9 @@ Combine channel facetting and slice animation
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_3d_interaction_005.html
+
 
 
 
@@ -375,7 +378,7 @@ 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 11.236 seconds)
+   **Total running time of the script:** (0 minutes 10.939 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 4.053 seconds)
+   **Total running time of the script:** (0 minutes 4.220 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 2.091 seconds)
+   **Total running time of the script:** (0 minutes 1.966 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(0.29526952519278543)
+    np.float64(0.2649152982753231)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.79, p-val: 0
+    PCC: 0.774, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.826 seconds)
+   **Total running time of the script:** (0 minutes 1.717 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
@@ -495,7 +495,7 @@ the opening processing step, when removing fine-grained features.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 29.328 seconds)
+   **Total running time of the script:** (0 minutes 29.240 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 0.455 seconds)
+   **Total running time of the script:** (0 minutes 0.470 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
@@ -615,7 +615,7 @@ time points, and then becomes roughly constant.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.778 seconds)
+   **Total running time of the script:** (0 minutes 2.641 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 28.658s, plus 2.934s training, for an AUC of 1.00. Computing the restricted feature set took 0.164s, plus 2.372s training, for an AUC of 1.00.
+    Computing the full feature set took 28.684s, plus 2.945s training, for an AUC of 1.00. Computing the restricted feature set took 0.141s, plus 2.147s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 37.763 seconds)
+   **Total running time of the script:** (0 minutes 37.355 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 2.866 seconds)
+   **Total running time of the script:** (0 minutes 2.754 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 2.737 seconds)
+   **Total running time of the script:** (0 minutes 2.664 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 0x7fda137ea6c0>
+    <matplotlib.image.AxesImage object at 0x7ff69c630a10>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.160 seconds)
+   **Total running time of the script:** (0 minutes 2.186 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 19.919 seconds)
+   **Total running time of the script:** (1 minutes 18.083 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 46.577 seconds)
+   **Total running time of the script:** (0 minutes 46.555 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_rank_filters.py:

diff --git a/dev/_sources/auto_examples/applications/plot_solidification_tracking.rst.txt b/dev/_sources/auto_examples/applications/plot_solidification_tracking.rst.txt
@@ -99,6 +99,9 @@ exist in roughly the same position from one frame to the next.
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_solidification_tracking_001.html
+
 
 
 
@@ -134,7 +137,7 @@ at the second frame.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_001.html
+    :file: images/sphx_glr_plot_solidification_tracking_002.html
 
 
 
@@ -172,7 +175,7 @@ the intensity values to [0, 1].
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_002.html
+    :file: images/sphx_glr_plot_solidification_tracking_003.html
 
 
 
@@ -207,7 +210,7 @@ noise beyond the interface.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_003.html
+    :file: images/sphx_glr_plot_solidification_tracking_004.html
 
 
 
@@ -248,7 +251,7 @@ methods that may work better for different applications).
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_004.html
+    :file: images/sphx_glr_plot_solidification_tracking_005.html
 
 
 
@@ -392,7 +395,7 @@ along with its bounding box (bbox) in red.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_005.html
+    :file: images/sphx_glr_plot_solidification_tracking_006.html
 
 
 
@@ -420,7 +423,7 @@ in time (0th image) because the interface is moving upward.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_006.html
+    :file: images/sphx_glr_plot_solidification_tracking_007.html
 
 
 
@@ -460,7 +463,7 @@ position of the S-L interface.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_007.html
+    :file: images/sphx_glr_plot_solidification_tracking_008.html
 
 
 
@@ -500,9 +503,9 @@ polynomial to the scatter plot. The velocity is the first-order coefficient.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_008.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_009.png
    :alt: S-L interface location vs. time
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_008.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_009.png
    :class: sphx-glr-single-img
 
 
@@ -512,7 +515,7 @@ polynomial to the scatter plot. The velocity is the first-order coefficient.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.340 seconds)
+   **Total running time of the script:** (0 minutes 4.364 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_solidification_tracking.py:

diff --git a/dev/_sources/auto_examples/applications/plot_text.rst.txt b/dev/_sources/auto_examples/applications/plot_text.rst.txt
@@ -83,7 +83,7 @@ just wants to write onto the image, this step is not necessary.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.927 seconds)
+   **Total running time of the script:** (0 minutes 0.930 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_text.py: