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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 0x7f4b9b76e7a0>
+    <function explore_slices.<locals>.display_slice at 0x7ff44b27a7a0>
 
 
 
@@ -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 0x7f4b99b905e0>
+    <function explore_slices.<locals>.display_slice at 0x7ff439a185e0>
 
 
 
@@ -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 7.507 seconds)
+   **Total running time of the script:** (0 minutes 7.488 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 0x7f4b99269910>
+    <matplotlib.image.AxesImage object at 0x7ff44b443380>
 
 
 
@@ -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 6.930 seconds)
+   **Total running time of the script:** (0 minutes 7.048 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 1.304 seconds)
+   **Total running time of the script:** (0 minutes 1.270 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 1.517 seconds)
+   **Total running time of the script:** (0 minutes 1.510 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
 
 
-    0.15232924001317033
+    0.20893419993299922
 
 
 
@@ -282,7 +282,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.777, p-val: 0
+    PCC: 0.789, p-val: 0
 
 
 
@@ -310,7 +310,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.280 seconds)
+   **Total running time of the script:** (0 minutes 1.462 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 18.400 seconds)
+   **Total running time of the script:** (0 minutes 18.170 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 0.363 seconds)
+   **Total running time of the script:** (0 minutes 0.361 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 1.848 seconds)
+   **Total running time of the script:** (0 minutes 1.753 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 33.532s, plus 1.703s training, for an AUC of 1.00. Computing the restricted feature set took 0.099s, plus 1.461s training, for an AUC of 1.00.
+    Computing the full feature set took 33.295s, plus 1.691s training, for an AUC of 1.00. Computing the restricted feature set took 0.099s, plus 1.458s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 39.538 seconds)
+   **Total running time of the script:** (0 minutes 39.200 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
@@ -518,7 +518,7 @@ 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 2.192 seconds)
+   **Total running time of the script:** (0 minutes 2.077 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 2.024 seconds)
+   **Total running time of the script:** (0 minutes 2.019 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 0x7f4b98e4a210>
+    <matplotlib.image.AxesImage object at 0x7ff43a0f7fe0>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.655 seconds)
+   **Total running time of the script:** (0 minutes 1.380 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 0.039 seconds)
+   **Total running time of the script:** (0 minutes 59.138 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 41.288 seconds)
+   **Total running time of the script:** (0 minutes 41.501 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 2.664 seconds)
+   **Total running time of the script:** (0 minutes 2.604 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_solidification_tracking.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
@@ -357,7 +357,7 @@ The example compares the local threshold with the global threshold.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.076 seconds)
+   **Total running time of the script:** (0 minutes 3.141 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
 =================
-**03:12.420** total execution time for 17 files **from auto_examples/applications**:
+**03:10.918** 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``)
-     - 01:00.039
+     - 00:59.138
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_rank_filters.py` (``plot_rank_filters.py``)
-     - 00:41.288
+     - 00:41.501
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_haar_extraction_selection_classification.py` (``plot_haar_extraction_selection_classification.py``)
-     - 00:39.538
+     - 00:39.200
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_cornea_spot_inpainting.py` (``plot_cornea_spot_inpainting.py``)
-     - 00:18.400
+     - 00:18.170
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_image_processing.py` (``plot_3d_image_processing.py``)
-     - 00:07.507
+     - 00:07.488
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_interaction.py` (``plot_3d_interaction.py``)
-     - 00:06.930
+     - 00:07.048
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_thresholding_guide.py` (``plot_thresholding_guide.py``)
-     - 00:03.076
+     - 00:03.141
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_solidification_tracking.py` (``plot_solidification_tracking.py``)
-     - 00:02.664
+     - 00:02.604
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_human_mitosis.py` (``plot_human_mitosis.py``)
-     - 00:02.192
+     - 00:02.077
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_image_comparison.py` (``plot_image_comparison.py``)
-     - 00:02.024
+     - 00:02.019
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_fluorescence_nuclear_envelope.py` (``plot_fluorescence_nuclear_envelope.py``)
-     - 00:01.848
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_morphology.py` (``plot_morphology.py``)
-     - 00:01.655
+     - 00:01.753
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_coins_segmentation.py` (``plot_coins_segmentation.py``)
-     - 00:01.517
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)
-     - 00:01.304
+     - 00:01.510
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_colocalization_metrics.py` (``plot_colocalization_metrics.py``)
-     - 00:01.280
+     - 00:01.462
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_applications_plot_morphology.py` (``plot_morphology.py``)
+     - 00:01.380
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)
+     - 00:01.270
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_text.py` (``plot_text.py``)
      - 00:00.795
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_face_detection.py` (``plot_face_detection.py``)
-     - 00:00.363
+     - 00:00.361
      - 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 14.138 seconds)
+   **Total running time of the script:** (0 minutes 14.177 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 1.595 seconds)
+   **Total running time of the script:** (0 minutes 1.610 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 0.756 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 1.142 seconds)
+   **Total running time of the script:** (0 minutes 1.150 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
@@ -143,7 +143,7 @@ Now we can easily manipulate the hematoxylin and DAB channels:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.258 seconds)
+   **Total running time of the script:** (0 minutes 1.296 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
@@ -220,7 +220,7 @@ only a single slice is shown for visual inspection.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.927 seconds)
+   **Total running time of the script:** (0 minutes 3.012 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
@@ -118,7 +118,7 @@ correction on the input image.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.852 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
@@ -189,7 +189,7 @@ unevenly illuminated.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.654 seconds)
+   **Total running time of the script:** (0 minutes 0.728 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
@@ -75,7 +75,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.652 seconds)
+   **Total running time of the script:** (0 minutes 0.609 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
@@ -165,7 +165,7 @@ remove the shadow of the cup:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.264 seconds)
+   **Total running time of the script:** (0 minutes 1.219 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_rgb_to_hsv.py:

diff --git a/dev/_sources/auto_examples/color_exposure/plot_tinting_grayscale_images.rst.txt b/dev/_sources/auto_examples/color_exposure/plot_tinting_grayscale_images.rst.txt
@@ -254,7 +254,7 @@ image.org/docs/0.9.x/api/skimage.color.html#label2rgb>`_.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.011 seconds)
+   **Total running time of the script:** (0 minutes 2.097 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_tinting_grayscale_images.py: