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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: 912e61df1eb04e8787d274b18446be83
+config: e0f77871d9aa7dfeb9661c30bdd1bcbb
 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_ssim_001.png b/dev/_images/sphx_glr_plot_ssim_001.png
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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 0x7f69d325ea20>
+    <function explore_slices.<locals>.display_slice at 0x7f31ea102a20>
 
 
 
@@ -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 0x7f69c3c9b100>
+    <function explore_slices.<locals>.display_slice at 0x7f31d7bb7100>
 
 
 
@@ -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 7.456 seconds)
+   **Total running time of the script:** (0 minutes 7.651 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 0x7f69c3716630>
+    <matplotlib.image.AxesImage object at 0x7f31ea577260>
 
 
 
@@ -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 7.184 seconds)
+   **Total running time of the script:** (0 minutes 7.338 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 1.264 seconds)
+   **Total running time of the script:** (0 minutes 1.365 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 1.683 seconds)
+   **Total running time of the script:** (0 minutes 1.798 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
 
 
-    0.2201708793239838
+    0.275022173888677
 
 
 
@@ -282,7 +282,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.784, p-val: 0
+    PCC: 0.847, p-val: 0
 
 
 
@@ -310,7 +310,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.247 seconds)
+   **Total running time of the script:** (0 minutes 1.305 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 17.938 seconds)
+   **Total running time of the script:** (0 minutes 18.496 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 0.344 seconds)
+   **Total running time of the script:** (0 minutes 0.379 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 1.741 seconds)
+   **Total running time of the script:** (0 minutes 1.915 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 33.909s, plus 1.704s training, for an AUC of 1.00. Computing the restricted feature set took 0.099s, plus 1.451s training, for an AUC of 1.00.
+    Computing the full feature set took 36.142s, plus 1.765s training, for an AUC of 1.00. Computing the restricted feature set took 0.105s, plus 1.528s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 39.670 seconds)
+   **Total running time of the script:** (0 minutes 42.262 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 2.643 seconds)
+   **Total running time of the script:** (0 minutes 2.723 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 2.028 seconds)
+   **Total running time of the script:** (0 minutes 2.178 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 0x7f69c34a4e60>
+    <matplotlib.image.AxesImage object at 0x7f31d7119580>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.347 seconds)
+   **Total running time of the script:** (0 minutes 1.710 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:** (0 minutes 59.726 seconds)
+   **Total running time of the script:** (1 minutes 5.205 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 40.034 seconds)
+   **Total running time of the script:** (0 minutes 42.203 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 2.642 seconds)
+   **Total running time of the script:** (0 minutes 2.890 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 0.798 seconds)
+   **Total running time of the script:** (0 minutes 0.805 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 2.960 seconds)
+   **Total running time of the script:** (0 minutes 3.138 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
 =================
-**03:10.706** total execution time for 17 files **from auto_examples/applications**:
+**03:23.361** 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``)
-     - 00:59.726
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_rank_filters.py` (``plot_rank_filters.py``)
-     - 00:40.034
+     - 01:05.205
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_haar_extraction_selection_classification.py` (``plot_haar_extraction_selection_classification.py``)
-     - 00:39.670
+     - 00:42.262
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_applications_plot_rank_filters.py` (``plot_rank_filters.py``)
+     - 00:42.203
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_cornea_spot_inpainting.py` (``plot_cornea_spot_inpainting.py``)
-     - 00:17.938
+     - 00:18.496
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_image_processing.py` (``plot_3d_image_processing.py``)
-     - 00:07.456
+     - 00:07.651
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_interaction.py` (``plot_3d_interaction.py``)
-     - 00:07.184
+     - 00:07.338
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_thresholding_guide.py` (``plot_thresholding_guide.py``)
-     - 00:02.960
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_human_mitosis.py` (``plot_human_mitosis.py``)
-     - 00:02.643
+     - 00:03.138
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_solidification_tracking.py` (``plot_solidification_tracking.py``)
-     - 00:02.642
+     - 00:02.890
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_applications_plot_human_mitosis.py` (``plot_human_mitosis.py``)
+     - 00:02.723
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_image_comparison.py` (``plot_image_comparison.py``)
-     - 00:02.028
+     - 00:02.178
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_fluorescence_nuclear_envelope.py` (``plot_fluorescence_nuclear_envelope.py``)
-     - 00:01.741
+     - 00:01.915
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_coins_segmentation.py` (``plot_coins_segmentation.py``)
-     - 00:01.683
+     - 00:01.798
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_morphology.py` (``plot_morphology.py``)
-     - 00:01.347
+     - 00:01.710
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)
-     - 00:01.264
+     - 00:01.365
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_colocalization_metrics.py` (``plot_colocalization_metrics.py``)
-     - 00:01.247
+     - 00:01.305
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_text.py` (``plot_text.py``)
-     - 00:00.798
+     - 00:00.805
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_face_detection.py` (``plot_face_detection.py``)
-     - 00:00.344
+     - 00:00.379
      - 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 13.976 seconds)
+   **Total running time of the script:** (0 minutes 14.278 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 1.599 seconds)
+   **Total running time of the script:** (0 minutes 1.626 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 0.783 seconds)
+   **Total running time of the script:** (0 minutes 0.840 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 1.223 seconds)
+   **Total running time of the script:** (0 minutes 1.279 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 1.468 seconds)
+   **Total running time of the script:** (0 minutes 1.583 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 3.047 seconds)
+   **Total running time of the script:** (0 minutes 3.207 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 0.846 seconds)
+   **Total running time of the script:** (0 minutes 0.892 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 0.649 seconds)
+   **Total running time of the script:** (0 minutes 0.763 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 0.660 seconds)
+   **Total running time of the script:** (0 minutes 0.683 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 1.338 seconds)
+   **Total running time of the script:** (0 minutes 1.431 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_rgb_to_hsv.py: