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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: e8914caa90b758326151b5cb2afb539f
+config: b5946cae68618af24d71adf610c2ca45
 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_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/_images/sphx_glr_plot_windowed_histogram_001.png b/dev/_images/sphx_glr_plot_windowed_histogram_001.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
@@ -358,7 +358,7 @@ 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 0x7fd70b9c8820>
+    <function explore_slices.<locals>.display_slice at 0x7f649806d820>
 
 
 
@@ -480,7 +480,7 @@ slices interactively.
 
             interactive(children=(IntSlider(value=34, description='plane', max=59), Output()), _dom_classes=('widget-interact',))
 
-    <function explore_slices.<locals>.display_slice at 0x7fd70be844c0>
+    <function explore_slices.<locals>.display_slice at 0x7f648d48a4c0>
 
 
 
@@ -598,7 +598,7 @@ Note that this works in a static HTML page!
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 11.783 seconds)
+   **Total running time of the script:** (0 minutes 11.951 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 0x7fd70d0d3310>
+    <matplotlib.image.AxesImage object at 0x7f648fe2d9d0>
 
 
 
@@ -386,7 +386,7 @@ 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 10.068 seconds)
+   **Total running time of the script:** (0 minutes 11.649 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
@@ -530,7 +530,7 @@ we would get the pancake situation.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.346 seconds)
+   **Total running time of the script:** (0 minutes 2.216 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 2.761 seconds)
+   **Total running time of the script:** (0 minutes 2.590 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
@@ -179,7 +179,7 @@ much lower than the overlap coefficient.
  .. code-block:: none
 
 
-    0.1568375074171163
+    0.21726897322361352
 
 
 
@@ -283,7 +283,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.849, p-val: 0
+    PCC: 0.803, p-val: 0
 
 
 
@@ -311,7 +311,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.998 seconds)
+   **Total running time of the script:** (0 minutes 1.918 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
@@ -506,7 +506,7 @@ the opening processing step, when removing fine-grained features.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 33.421 seconds)
+   **Total running time of the script:** (0 minutes 30.247 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
@@ -138,7 +138,7 @@ using `OpenCV train cascade utility
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.865 seconds)
+   **Total running time of the script:** (0 minutes 1.311 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
@@ -616,7 +616,7 @@ time points, and then becomes roughly constant.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.763 seconds)
+   **Total running time of the script:** (0 minutes 2.774 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
@@ -273,15 +273,15 @@ Once the features are extracted, we can train and test a new classifier.
 
  .. code-block:: none
 
-    Computing the full feature set took 45.154s, plus 3.287s training, for an AUC of 1.00. Computing the restricted feature set took 0.242s, plus 2.715s training, for an AUC of 1.00.
+    Computing the full feature set took 49.480s, plus 3.123s training, for an AUC of 1.00. Computing the restricted feature set took 0.204s, plus 2.588s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 58.315 seconds)
+   **Total running time of the script:** (1 minutes 1.344 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
@@ -511,7 +511,7 @@ 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 3.936 seconds)
+   **Total running time of the script:** (0 minutes 3.941 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 3.102 seconds)
+   **Total running time of the script:** (0 minutes 3.218 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 0x7fd70c0cf910>
+    <matplotlib.image.AxesImage object at 0x7f648d8f3700>
 
 
 
@@ -467,7 +467,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.644 seconds)
+   **Total running time of the script:** (0 minutes 2.607 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 27.206 seconds)
+   **Total running time of the script:** (1 minutes 23.920 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
@@ -1113,7 +1113,7 @@ on increasing image size:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 53.273 seconds)
+   **Total running time of the script:** (0 minutes 58.911 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
@@ -519,7 +519,7 @@ 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 4.681 seconds)
+   **Total running time of the script:** (0 minutes 4.430 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 0.891 seconds)
+   **Total running time of the script:** (0 minutes 1.240 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 5.401 seconds)
+   **Total running time of the script:** (0 minutes 4.827 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
@@ -6,40 +6,40 @@
 
 Computation times
 =================
-**04:45.456** total execution time for **auto_examples_applications** files:
+**04:49.095** total execution time for **auto_examples_applications** files:
 
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_pixel_graphs.py` (``plot_pixel_graphs.py``)                                                         | 01:27.206 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_pixel_graphs.py` (``plot_pixel_graphs.py``)                                                         | 01:23.920 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_haar_extraction_selection_classification.py` (``plot_haar_extraction_selection_classification.py``) | 00:58.315 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_haar_extraction_selection_classification.py` (``plot_haar_extraction_selection_classification.py``) | 01:01.344 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_rank_filters.py` (``plot_rank_filters.py``)                                                         | 00:53.273 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_rank_filters.py` (``plot_rank_filters.py``)                                                         | 00:58.911 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_cornea_spot_inpainting.py` (``plot_cornea_spot_inpainting.py``)                                     | 00:33.421 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_cornea_spot_inpainting.py` (``plot_cornea_spot_inpainting.py``)                                     | 00:30.247 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_3d_image_processing.py` (``plot_3d_image_processing.py``)                                           | 00:11.783 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_3d_image_processing.py` (``plot_3d_image_processing.py``)                                           | 00:11.951 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_3d_interaction.py` (``plot_3d_interaction.py``)                                                     | 00:10.068 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_3d_interaction.py` (``plot_3d_interaction.py``)                                                     | 00:11.649 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_thresholding_guide.py` (``plot_thresholding_guide.py``)                                             | 00:05.401 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_thresholding_guide.py` (``plot_thresholding_guide.py``)                                             | 00:04.827 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_solidification_tracking.py` (``plot_solidification_tracking.py``)                                   | 00:04.681 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_solidification_tracking.py` (``plot_solidification_tracking.py``)                                   | 00:04.430 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_human_mitosis.py` (``plot_human_mitosis.py``)                                                       | 00:03.936 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_human_mitosis.py` (``plot_human_mitosis.py``)                                                       | 00:03.941 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_image_comparison.py` (``plot_image_comparison.py``)                                                 | 00:03.102 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_image_comparison.py` (``plot_image_comparison.py``)                                                 | 00:03.218 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_fluorescence_nuclear_envelope.py` (``plot_fluorescence_nuclear_envelope.py``)                       | 00:02.763 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_fluorescence_nuclear_envelope.py` (``plot_fluorescence_nuclear_envelope.py``)                       | 00:02.774 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_coins_segmentation.py` (``plot_coins_segmentation.py``)                                             | 00:02.761 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_morphology.py` (``plot_morphology.py``)                                                             | 00:02.607 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_morphology.py` (``plot_morphology.py``)                                                             | 00:02.644 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_coins_segmentation.py` (``plot_coins_segmentation.py``)                                             | 00:02.590 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)                                           | 00:02.346 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)                                           | 00:02.216 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_colocalization_metrics.py` (``plot_colocalization_metrics.py``)                                     | 00:01.998 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_colocalization_metrics.py` (``plot_colocalization_metrics.py``)                                     | 00:01.918 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_text.py` (``plot_text.py``)                                                                         | 00:00.891 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_face_detection.py` (``plot_face_detection.py``)                                                     | 00:01.311 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_applications_plot_face_detection.py` (``plot_face_detection.py``)                                                     | 00:00.865 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_applications_plot_text.py` (``plot_text.py``)                                                                         | 00:01.240 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
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
@@ -280,7 +280,7 @@ degraded version of it.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 18.751 seconds)
+   **Total running time of the script:** (0 minutes 20.938 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
@@ -205,7 +205,7 @@ 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 1.831 seconds)
+   **Total running time of the script:** (0 minutes 2.480 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
@@ -137,7 +137,7 @@ that fall within the 2nd and 98th percentiles [2]_.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.144 seconds)
+   **Total running time of the script:** (0 minutes 1.112 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
@@ -121,7 +121,7 @@ image for each channel.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.605 seconds)
+   **Total running time of the script:** (0 minutes 1.710 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
@@ -136,7 +136,7 @@ Now we can easily manipulate the hematoxylin and DAB channels:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.100 seconds)
+   **Total running time of the script:** (0 minutes 2.353 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
@@ -223,7 +223,7 @@ only a single slice is shown for visual inspection.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.875 seconds)
+   **Total running time of the script:** (0 minutes 4.685 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
@@ -119,7 +119,7 @@ correction on the input image.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.121 seconds)
+   **Total running time of the script:** (0 minutes 1.205 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
@@ -190,7 +190,7 @@ unevenly illuminated.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.927 seconds)
+   **Total running time of the script:** (0 minutes 0.997 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 0.778 seconds)
+   **Total running time of the script:** (0 minutes 0.896 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 1.885 seconds)
+   **Total running time of the script:** (0 minutes 1.921 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
@@ -253,7 +253,7 @@ image.org/docs/0.9.x/api/skimage.color.html#label2rgb>`_.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.568 seconds)
+   **Total running time of the script:** (0 minutes 3.011 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_tinting_grayscale_images.py: