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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
@@ -350,7 +350,7 @@ 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 0x7f0eddd44c20>
+    <function explore_slices.<locals>.display_slice at 0x7f644668e200>
 
 
 
@@ -472,7 +472,7 @@ slices interactively.
 
             interactive(children=(IntSlider(value=34, description='plane', max=59), Output()), _dom_classes=('widget-interact',))
 
-    <function explore_slices.<locals>.display_slice at 0x7f0edc74b420>
+    <function explore_slices.<locals>.display_slice at 0x7f64447d2c00>
 
 
 
@@ -583,7 +583,7 @@ Note that this works in a static HTML page!
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 10.503 seconds)
+   **Total running time of the script:** (0 minutes 10.827 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 0x7fd05b786ea0>
+    <matplotlib.image.AxesImage object at 0x7f6446638cb0>
 
 
 
@@ -322,9 +322,6 @@ 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
-
 
 
 
@@ -351,9 +348,6 @@ Combine channel facetting and slice animation
 
 
 
-.. raw:: html
-    :file: images/sphx_glr_plot_3d_interaction_006.html
-
 
 
 
@@ -381,7 +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 10.825 seconds)
+   **Total running time of the script:** (0 minutes 14.431 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
@@ -348,6 +348,9 @@ where the maximum eigenvalue is found (i.e., ``Z = coords[1]``).
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_3d_structure_tensor_004.html
+
 
 
 
@@ -457,7 +460,7 @@ maximum eigenvalue is found.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_3d_structure_tensor_004.html
+    :file: images/sphx_glr_plot_3d_structure_tensor_005.html
 
 
 
@@ -487,7 +490,7 @@ tissue), especially in the Y-Z plane (``longitudinal=1``).
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_3d_structure_tensor_005.html
+    :file: images/sphx_glr_plot_3d_structure_tensor_006.html
 
 
 
@@ -521,7 +524,7 @@ we would get the pancake situation.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.705 seconds)
+   **Total running time of the script:** (0 minutes 5.301 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
@@ -335,7 +335,7 @@ labeled individually.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.996 seconds)
+   **Total running time of the script:** (0 minutes 2.719 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(0.14385045878518943)
+    np.float64(0.19461218676586214)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.837, p-val: 0
+    PCC: 0.846, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.967 seconds)
+   **Total running time of the script:** (0 minutes 1.836 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 27.440 seconds)
+   **Total running time of the script:** (0 minutes 28.003 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
@@ -133,7 +133,7 @@ using `OpenCV train cascade utility
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.356 seconds)
+   **Total running time of the script:** (0 minutes 0.421 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
@@ -614,7 +614,7 @@ time points, and then becomes roughly constant.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.536 seconds)
+   **Total running time of the script:** (0 minutes 2.497 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
@@ -278,15 +278,15 @@ Once the features are extracted, we can train and test a new classifier.
 
  .. code-block:: none
 
-    Computing the full feature set took 30.511s, plus 2.835s training, for an AUC of 1.00. Computing the restricted feature set took 0.174s, plus 2.414s training, for an AUC of 1.00.
+    Computing the full feature set took 31.363s, plus 3.008s training, for an AUC of 1.00. Computing the restricted feature set took 0.175s, plus 2.429s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 39.185 seconds)
+   **Total running time of the script:** (0 minutes 40.613 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
@@ -519,7 +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 3.189 seconds)
+   **Total running time of the script:** (0 minutes 4.150 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
@@ -191,7 +191,7 @@ Blend
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.703 seconds)
+   **Total running time of the script:** (0 minutes 2.808 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
@@ -69,7 +69,7 @@ functions only work on gray-scale or binary images, so we set ``as_gray=True``.
  .. code-block:: none
 
 
-    <matplotlib.image.AxesImage object at 0x7fbcfaf08ce0>
+    <matplotlib.image.AxesImage object at 0x7fd6ac861220>
 
 
 
@@ -460,7 +460,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.614 seconds)
+   **Total running time of the script:** (0 minutes 2.558 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 18.440 seconds)
+   **Total running time of the script:** (1 minutes 22.254 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
@@ -1120,7 +1120,7 @@ on increasing image size:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 46.815 seconds)
+   **Total running time of the script:** (0 minutes 46.522 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
@@ -514,7 +514,7 @@ 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 4.308 seconds)
+   **Total running time of the script:** (0 minutes 4.607 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 0.970 seconds)
+   **Total running time of the script:** (0 minutes 0.925 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
@@ -168,6 +168,9 @@ repeatedly until there are only two peaks in the histogram.
    :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_003.png
    :class: sphx-glr-single-img
 
+.. raw:: html
+    :file: images/sphx_glr_plot_thresholding_guide_004.html
+
 
 
 
@@ -211,9 +214,9 @@ the intra-class variance.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_004.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_005.png
    :alt: Original, Histogram, Thresholded
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_004.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_005.png
    :class: sphx-glr-single-img
 
 
@@ -273,9 +276,9 @@ of the local neighborhood minus an offset value.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_005.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_006.png
    :alt: Original, Global thresholding, Local thresholding
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_005.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_006.png
    :class: sphx-glr-single-img
 
 
@@ -333,9 +336,9 @@ The example compares the local threshold with the global threshold.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_006.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_006.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_007.png
    :class: sphx-glr-single-img
 
 
@@ -345,7 +348,7 @@ The example compares the local threshold with the global threshold.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.037 seconds)
+   **Total running time of the script:** (0 minutes 4.763 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
 =================
-**04:01.590** total execution time for 17 files **from auto_examples/applications**:
+**04:15.237** 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``)
-     - 01:18.440
+     - 01:22.254
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_rank_filters.py` (``plot_rank_filters.py``)
-     - 00:46.815
+     - 00:46.522
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_haar_extraction_selection_classification.py` (``plot_haar_extraction_selection_classification.py``)
-     - 00:39.185
+     - 00:40.613
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_cornea_spot_inpainting.py` (``plot_cornea_spot_inpainting.py``)
-     - 00:27.440
+     - 00:28.003
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_interaction.py` (``plot_3d_interaction.py``)
-     - 00:10.825
+     - 00:14.431
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_image_processing.py` (``plot_3d_image_processing.py``)
-     - 00:10.503
+     - 00:10.827
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_solidification_tracking.py` (``plot_solidification_tracking.py``)
-     - 00:04.308
+   * - :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)
+     - 00:05.301
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_thresholding_guide.py` (``plot_thresholding_guide.py``)
-     - 00:04.037
+     - 00:04.763
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)
-     - 00:03.705
+   * - :ref:`sphx_glr_auto_examples_applications_plot_solidification_tracking.py` (``plot_solidification_tracking.py``)
+     - 00:04.607
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_human_mitosis.py` (``plot_human_mitosis.py``)
-     - 00:03.189
+     - 00:04.150
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_image_comparison.py` (``plot_image_comparison.py``)
-     - 00:02.703
+     - 00:02.808
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_applications_plot_coins_segmentation.py` (``plot_coins_segmentation.py``)
+     - 00:02.719
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_morphology.py` (``plot_morphology.py``)
-     - 00:02.614
+     - 00:02.558
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_fluorescence_nuclear_envelope.py` (``plot_fluorescence_nuclear_envelope.py``)
-     - 00:02.536
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_coins_segmentation.py` (``plot_coins_segmentation.py``)
-     - 00:01.996
+     - 00:02.497
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_colocalization_metrics.py` (``plot_colocalization_metrics.py``)
-     - 00:01.967
+     - 00:01.836
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_text.py` (``plot_text.py``)
-     - 00:00.970
+     - 00:00.925
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_face_detection.py` (``plot_face_detection.py``)
-     - 00:00.356
+     - 00:00.421
      - 0.0