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diff --git a/dev/.buildinfo b/dev/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 296a29c2553cd567527279bf52040fdf
+config: 89ba0ee27f3a6479bb8b53be41e2b450
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
diff --git a/dev/_downloads/a5287a8217a5193c809be5c51fe4be43/numpy_images-1.pdf b/dev/_downloads/a5287a8217a5193c809be5c51fe4be43/numpy_images-1.pdf
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diff --git a/dev/_images/sphx_glr_plot_stitching_001.png b/dev/_images/sphx_glr_plot_stitching_001.png
diff --git a/dev/_images/sphx_glr_plot_stitching_002.png b/dev/_images/sphx_glr_plot_stitching_002.png
diff --git a/dev/_images/sphx_glr_plot_stitching_thumb.png b/dev/_images/sphx_glr_plot_stitching_thumb.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
diff --git a/dev/_images/sphx_glr_plot_trainable_segmentation_thumb.png b/dev/_images/sphx_glr_plot_trainable_segmentation_thumb.png
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 0x7f381e532840>
+    <function explore_slices.<locals>.display_slice at 0x7ffb6548b100>
 
 
 
@@ -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 0x7f380910efc0>
+    <function explore_slices.<locals>.display_slice at 0x7ffb546eb880>
 
 
 
@@ -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 7.624 seconds)
+   **Total running time of the script:** (0 minutes 7.622 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).
 
-    <matplotlib.image.AxesImage object at 0x7f38083bf020>
+    <matplotlib.image.AxesImage object at 0x7ffb56b1c3e0>
 
 
 
@@ -381,7 +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 7.215 seconds)
+   **Total running time of the script:** (0 minutes 7.135 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 1.302 seconds)
+   **Total running time of the script:** (0 minutes 1.277 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
@@ -378,7 +378,7 @@ labeled individually.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.564 seconds)
+   **Total running time of the script:** (0 minutes 1.735 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
@@ -178,7 +178,7 @@ much lower than the overlap coefficient.
  .. code-block:: none
 
 
-    0.13977514504694874
+    0.25581396700029946
 
 
 
@@ -282,7 +282,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.801, p-val: 0
+    PCC: 0.816, p-val: 0
 
 
 
@@ -310,7 +310,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.220 seconds)
+   **Total running time of the script:** (0 minutes 1.300 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 18.307 seconds)
+   **Total running time of the script:** (0 minutes 17.658 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
@@ -135,7 +135,7 @@ using `OpenCV train cascade utility
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.352 seconds)
+   **Total running time of the script:** (0 minutes 0.371 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 1.761 seconds)
+   **Total running time of the script:** (0 minutes 1.824 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
@@ -281,15 +281,15 @@ Once the features are extracted, we can train and test a new classifier.
 
  .. code-block:: none
 
-    Computing the full feature set took 34.233s, plus 1.730s training, for an AUC of 1.00. Computing the restricted feature set took 0.100s, plus 1.473s training, for an AUC of 1.00.
+    Computing the full feature set took 34.034s, plus 1.720s training, for an AUC of 1.00. Computing the restricted feature set took 0.100s, plus 1.477s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 40.240 seconds)
+   **Total running time of the script:** (0 minutes 39.911 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
@@ -504,7 +504,7 @@ 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 2.702 seconds)
+   **Total running time of the script:** (0 minutes 2.652 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
@@ -202,7 +202,7 @@ Blend
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.093 seconds)
+   **Total running time of the script:** (0 minutes 2.136 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 0x7f38249ff530>
+    <matplotlib.image.AxesImage object at 0x7ffb47939850>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.393 seconds)
+   **Total running time of the script:** (0 minutes 1.649 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
@@ -198,7 +198,7 @@ to the position of the centroid!
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 0.126 seconds)
+   **Total running time of the script:** (0 minutes 59.770 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 41.562 seconds)
+   **Total running time of the script:** (0 minutes 40.212 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
@@ -515,7 +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 2.519 seconds)
+   **Total running time of the script:** (0 minutes 2.634 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 0.810 seconds)
+   **Total running time of the script:** (0 minutes 0.798 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
@@ -353,7 +353,7 @@ The example compares the local threshold with the global threshold.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.216 seconds)
+   **Total running time of the script:** (0 minutes 3.157 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
 =================
-**03:14.007** total execution time for 17 files **from auto_examples/applications**:
+**03:11.842** 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``)
-     - 01:00.126
+     - 00:59.770
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_rank_filters.py` (``plot_rank_filters.py``)
-     - 00:41.562
+     - 00:40.212
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_haar_extraction_selection_classification.py` (``plot_haar_extraction_selection_classification.py``)
-     - 00:40.240
+     - 00:39.911
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_cornea_spot_inpainting.py` (``plot_cornea_spot_inpainting.py``)
-     - 00:18.307
+     - 00:17.658
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_image_processing.py` (``plot_3d_image_processing.py``)
-     - 00:07.624
+     - 00:07.622
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_interaction.py` (``plot_3d_interaction.py``)
-     - 00:07.215
+     - 00:07.135
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_thresholding_guide.py` (``plot_thresholding_guide.py``)
-     - 00:03.216
+     - 00:03.157
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_human_mitosis.py` (``plot_human_mitosis.py``)
-     - 00:02.702
+     - 00:02.652
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_solidification_tracking.py` (``plot_solidification_tracking.py``)
-     - 00:02.519
+     - 00:02.634
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_image_comparison.py` (``plot_image_comparison.py``)
-     - 00:02.093
+     - 00:02.136
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_fluorescence_nuclear_envelope.py` (``plot_fluorescence_nuclear_envelope.py``)
-     - 00:01.761
+     - 00:01.824
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_coins_segmentation.py` (``plot_coins_segmentation.py``)
-     - 00:01.564
+     - 00:01.735
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_morphology.py` (``plot_morphology.py``)
-     - 00:01.393
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)
-     - 00:01.302
+     - 00:01.649
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_colocalization_metrics.py` (``plot_colocalization_metrics.py``)
-     - 00:01.220
+     - 00:01.300
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)
+     - 00:01.277
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_text.py` (``plot_text.py``)
-     - 00:00.810
+     - 00:00.798
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_face_detection.py` (``plot_face_detection.py``)
-     - 00:00.352
+     - 00:00.371
      - 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 14.109 seconds)
+   **Total running time of the script:** (0 minutes 14.135 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
@@ -206,7 +206,7 @@ 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 1.636 seconds)
+   **Total running time of the script:** (0 minutes 1.592 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 0.765 seconds)
+   **Total running time of the script:** (0 minutes 0.792 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_equalize.py:

diff --git a/dev/_sources/auto_examples/color_exposure/plot_histogram_matching.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_histogram_matching.rst.txt
@@ -122,7 +122,7 @@ image for each channel.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.172 seconds)
+   **Total running time of the script:** (0 minutes 1.228 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_histogram_matching.py:

diff --git a/dev/_sources/auto_examples/color_exposure/plot_ihc_color_separation.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_ihc_color_separation.rst.txt
@@ -142,7 +142,7 @@ Now we can easily manipulate the hematoxylin and DAB channels:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.484 seconds)
+   **Total running time of the script:** (0 minutes 1.509 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_ihc_color_separation.py:

diff --git a/dev/_sources/auto_examples/color_exposure/plot_local_equalize.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_local_equalize.rst.txt
@@ -219,7 +219,7 @@ only a single slice is shown for visual inspection.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.128 seconds)
+   **Total running time of the script:** (0 minutes 3.150 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_local_equalize.py:

diff --git a/dev/_sources/auto_examples/color_exposure/plot_log_gamma.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_log_gamma.rst.txt
@@ -117,7 +117,7 @@ correction on the input image.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.835 seconds)
+   **Total running time of the script:** (0 minutes 0.851 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_log_gamma.py:

diff --git a/dev/_sources/auto_examples/color_exposure/plot_regional_maxima.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_regional_maxima.rst.txt
@@ -188,7 +188,7 @@ unevenly illuminated.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.673 seconds)
+   **Total running time of the script:** (0 minutes 0.726 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_regional_maxima.py:

diff --git a/dev/_sources/auto_examples/color_exposure/plot_rgb_to_gray.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_rgb_to_gray.rst.txt
@@ -74,7 +74,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.682 seconds)
+   **Total running time of the script:** (0 minutes 0.667 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_rgb_to_gray.py:

diff --git a/dev/_sources/auto_examples/color_exposure/plot_rgb_to_hsv.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_rgb_to_hsv.rst.txt
@@ -166,7 +166,7 @@ remove the shadow of the cup:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.271 seconds)
+   **Total running time of the script:** (0 minutes 1.379 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_rgb_to_hsv.py: