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diff --git a/.../sphx_glr_plot_thresholding_guide_008.png → .../sphx_glr_plot_thresholding_guide_007.png b/.../sphx_glr_plot_thresholding_guide_008.png → .../sphx_glr_plot_thresholding_guide_007.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 0x7faf83493c40>
+    <function explore_slices.<locals>.display_slice at 0x7fc90c123880>
 
 
 
@@ -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 0x7faf82b905e0>
+    <function explore_slices.<locals>.display_slice at 0x7fc90c174a40>
 
 
 
@@ -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 10.607 seconds)
+   **Total running time of the script:** (0 minutes 10.715 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 0x7faf840d4710>
+    <matplotlib.image.AxesImage object at 0x7fc90e134440>
 
 
 
@@ -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 13.602 seconds)
+   **Total running time of the script:** (0 minutes 10.660 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 4.216 seconds)
+   **Total running time of the script:** (0 minutes 4.030 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 2.003 seconds)
+   **Total running time of the script:** (0 minutes 1.970 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(0.23522817010110394)
+    np.float64(0.22507592864015563)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.822, p-val: 0
+    PCC: 0.81, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.495 seconds)
+   **Total running time of the script:** (0 minutes 1.621 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 28.899 seconds)
+   **Total running time of the script:** (0 minutes 28.638 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 0.479 seconds)
+   **Total running time of the script:** (0 minutes 0.469 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 2.909 seconds)
+   **Total running time of the script:** (0 minutes 2.447 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 54.760s, plus 2.836s training, for an AUC of 1.00. Computing the restricted feature set took 0.098s, plus 1.587s training, for an AUC of 1.00.
+    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.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 2.657 seconds)
+   **Total running time of the script:** (1 minutes 2.568 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
@@ -186,6 +186,9 @@ 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
+
 
 
 
@@ -294,9 +297,9 @@ is underestimated.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_004.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
    :alt: Original, Dividing nuclei?, All nuclei?
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_004.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
    :class: sphx-glr-single-img
 
 
@@ -345,9 +348,9 @@ by dichotomy, visually and manually.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
    :alt: Dividing nuclei
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
    :class: sphx-glr-single-img
 
 
@@ -442,9 +445,9 @@ label with argument `bg_label=0`.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_007.png
    :alt: Overlapping nuclei, Segmented nuclei
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_007.png
    :class: sphx-glr-single-img
 
 
@@ -519,7 +522,7 @@ 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 2.674 seconds)
+   **Total running time of the script:** (0 minutes 2.806 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 2.733 seconds)
+   **Total running time of the script:** (0 minutes 2.721 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 0x7f16c730baa0>
+    <matplotlib.image.AxesImage object at 0x7f56520f5940>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.171 seconds)
+   **Total running time of the script:** (0 minutes 2.126 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 17.043 seconds)
+   **Total running time of the script:** (1 minutes 28.522 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 53.988 seconds)
+   **Total running time of the script:** (0 minutes 42.858 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
@@ -512,7 +512,7 @@ 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 4.636 seconds)
+   **Total running time of the script:** (0 minutes 4.792 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 0.962 seconds)
+   **Total running time of the script:** (0 minutes 0.897 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_text.py:

diff --git a/dev/_sources/auto_examples/applications/plot_thresholding_guide.rst.txt b/dev/_sources/auto_examples/applications/plot_thresholding_guide.rst.txt
@@ -289,9 +289,6 @@ of the local neighborhood minus an offset value.
    :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_006.png
    :class: sphx-glr-single-img
 
-.. raw:: html
-    :file: images/sphx_glr_plot_thresholding_guide_007.html
-
 
 
 
@@ -351,9 +348,9 @@ The example compares the local threshold with the global threshold.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_008.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_007.png
    :alt: Original, Local Otsu (radius=15), Original >= Local Otsu, Global Otsu (threshold = {threshold_global_otsu})
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_008.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_007.png
    :class: sphx-glr-single-img
 
 
@@ -363,7 +360,7 @@ The example compares the local threshold with the global threshold.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.253 seconds)
+   **Total running time of the script:** (0 minutes 4.060 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_thresholding_guide.py:

diff --git a/dev/_sources/auto_examples/applications/sg_execution_times.rst.txt b/dev/_sources/auto_examples/applications/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**04:35.326** total execution time for 17 files **from auto_examples/applications**:
+**04:31.901** total execution time for 17 files **from auto_examples/applications**:
 
 .. container::
 
@@ -33,53 +33,53 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_applications_plot_pixel_graphs.py` (``plot_pixel_graphs.py``)
-     - 01:17.043
+     - 01:28.522
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_haar_extraction_selection_classification.py` (``plot_haar_extraction_selection_classification.py``)
-     - 01:02.657
+     - 01:02.568
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_rank_filters.py` (``plot_rank_filters.py``)
-     - 00:53.988
+     - 00:42.858
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_cornea_spot_inpainting.py` (``plot_cornea_spot_inpainting.py``)
-     - 00:28.899
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_3d_interaction.py` (``plot_3d_interaction.py``)
-     - 00:13.602
+     - 00:28.638
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_image_processing.py` (``plot_3d_image_processing.py``)
-     - 00:10.607
+     - 00:10.715
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_applications_plot_3d_interaction.py` (``plot_3d_interaction.py``)
+     - 00:10.660
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_solidification_tracking.py` (``plot_solidification_tracking.py``)
-     - 00:04.636
+     - 00:04.792
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_thresholding_guide.py` (``plot_thresholding_guide.py``)
-     - 00:04.253
+     - 00:04.060
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)
-     - 00:04.216
+     - 00:04.030
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_fluorescence_nuclear_envelope.py` (``plot_fluorescence_nuclear_envelope.py``)
-     - 00:02.909
+   * - :ref:`sphx_glr_auto_examples_applications_plot_human_mitosis.py` (``plot_human_mitosis.py``)
+     - 00:02.806
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_image_comparison.py` (``plot_image_comparison.py``)
-     - 00:02.733
+     - 00:02.721
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_human_mitosis.py` (``plot_human_mitosis.py``)
-     - 00:02.674
+   * - :ref:`sphx_glr_auto_examples_applications_plot_fluorescence_nuclear_envelope.py` (``plot_fluorescence_nuclear_envelope.py``)
+     - 00:02.447
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_morphology.py` (``plot_morphology.py``)
-     - 00:02.171
+     - 00:02.126
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_coins_segmentation.py` (``plot_coins_segmentation.py``)
-     - 00:02.003
+     - 00:01.970
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_colocalization_metrics.py` (``plot_colocalization_metrics.py``)
-     - 00:01.495
+     - 00:01.621
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_text.py` (``plot_text.py``)
-     - 00:00.962
+     - 00:00.897
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_face_detection.py` (``plot_face_detection.py``)
-     - 00:00.479
+     - 00:00.469
      - 0.0
diff --git a/dev/_sources/auto_examples/color_exposure/plot_adapt_hist_eq_3d.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_adapt_hist_eq_3d.rst.txt
@@ -318,7 +318,7 @@ degraded version of it.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 13.846 seconds)
+   **Total running time of the script:** (0 minutes 13.788 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_adapt_hist_eq_3d.py:

diff --git a/dev/_sources/auto_examples/color_exposure/plot_adapt_rgb.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_adapt_rgb.rst.txt
@@ -207,7 +207,7 @@ Finally, we can use this handler with ``adapt_rgb`` just as before:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.042 seconds)
+   **Total running time of the script:** (0 minutes 2.023 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_adapt_rgb.py:

diff --git a/dev/_sources/auto_examples/color_exposure/plot_equalize.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_equalize.rst.txt
@@ -135,7 +135,7 @@ that fall within the 2nd and 98th percentiles [2]_.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.080 seconds)
+   **Total running time of the script:** (0 minutes 1.104 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_equalize.py: