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diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
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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
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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 0x7f7d872c7f60>
+    <function explore_slices.<locals>.display_slice at 0x7f1283095bc0>
 
 
 
@@ -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 0x7f7d728d6340>
+    <function explore_slices.<locals>.display_slice at 0x7f128373fa60>
 
 
 
@@ -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 7.455 seconds)
+   **Total running time of the script:** (0 minutes 7.682 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 0x7f7d734ea420>
+    <matplotlib.image.AxesImage object at 0x7f1296229910>
 
 
 
@@ -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 7.068 seconds)
+   **Total running time of the script:** (0 minutes 7.563 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 1.298 seconds)
+   **Total running time of the script:** (0 minutes 1.375 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 1.527 seconds)
+   **Total running time of the script:** (0 minutes 1.591 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
 
 
-    np.float64(0.23488282447799036)
+    np.float64(0.266270486747272)
 
 
 
@@ -282,7 +282,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.86, p-val: 0
+    PCC: 0.83, p-val: 0
 
 
 
@@ -310,7 +310,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.255 seconds)
+   **Total running time of the script:** (0 minutes 1.246 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 17.514 seconds)
+   **Total running time of the script:** (0 minutes 19.737 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 0.338 seconds)
+   **Total running time of the script:** (0 minutes 0.350 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 1.724 seconds)
+   **Total running time of the script:** (0 minutes 1.818 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 34.028s, plus 1.682s training, for an AUC of 1.00. Computing the restricted feature set took 0.099s, plus 1.378s training, for an AUC of 1.00.
+    Computing the full feature set took 36.364s, plus 1.684s training, for an AUC of 1.00. Computing the restricted feature set took 0.099s, plus 1.362s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 39.718 seconds)
+   **Total running time of the script:** (0 minutes 42.506 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 1.997 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 2.023 seconds)
+   **Total running time of the script:** (0 minutes 2.079 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 0x7f7d72fc5730>
+    <matplotlib.image.AxesImage object at 0x7f1281f92e70>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.384 seconds)
+   **Total running time of the script:** (0 minutes 1.459 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 0.215 seconds)
+   **Total running time of the script:** (1 minutes 5.248 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 41.235 seconds)
+   **Total running time of the script:** (0 minutes 41.605 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 2.637 seconds)
+   **Total running time of the script:** (0 minutes 2.871 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 0.808 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
@@ -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 3.035 seconds)
+   **Total running time of the script:** (0 minutes 3.168 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
 =================
-**03:11.224** total execution time for 17 files **from auto_examples/applications**:
+**03:23.184** 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``)
-     - 01:00.215
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_applications_plot_rank_filters.py` (``plot_rank_filters.py``)
-     - 00:41.235
+     - 01:05.248
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_haar_extraction_selection_classification.py` (``plot_haar_extraction_selection_classification.py``)
-     - 00:39.718
+     - 00:42.506
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_applications_plot_rank_filters.py` (``plot_rank_filters.py``)
+     - 00:41.605
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_cornea_spot_inpainting.py` (``plot_cornea_spot_inpainting.py``)
-     - 00:17.514
+     - 00:19.737
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_image_processing.py` (``plot_3d_image_processing.py``)
-     - 00:07.455
+     - 00:07.682
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_interaction.py` (``plot_3d_interaction.py``)
-     - 00:07.068
+     - 00:07.563
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_thresholding_guide.py` (``plot_thresholding_guide.py``)
-     - 00:03.035
+     - 00:03.168
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_solidification_tracking.py` (``plot_solidification_tracking.py``)
-     - 00:02.637
+     - 00:02.871
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_image_comparison.py` (``plot_image_comparison.py``)
-     - 00:02.023
+     - 00:02.079
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_human_mitosis.py` (``plot_human_mitosis.py``)
-     - 00:01.997
+     - 00:02.077
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_fluorescence_nuclear_envelope.py` (``plot_fluorescence_nuclear_envelope.py``)
-     - 00:01.724
+     - 00:01.818
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_coins_segmentation.py` (``plot_coins_segmentation.py``)
-     - 00:01.527
+     - 00:01.591
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_morphology.py` (``plot_morphology.py``)
-     - 00:01.384
+     - 00:01.459
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_3d_structure_tensor.py` (``plot_3d_structure_tensor.py``)
-     - 00:01.298
+     - 00:01.375
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_colocalization_metrics.py` (``plot_colocalization_metrics.py``)
-     - 00:01.255
+     - 00:01.246
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_text.py` (``plot_text.py``)
-     - 00:00.798
+     - 00:00.808
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_face_detection.py` (``plot_face_detection.py``)
-     - 00:00.338
+     - 00:00.350
      - 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 13.380 seconds)
+   **Total running time of the script:** (0 minutes 14.726 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 1.651 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 0.753 seconds)
+   **Total running time of the script:** (0 minutes 0.760 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 1.131 seconds)
+   **Total running time of the script:** (0 minutes 1.142 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 1.261 seconds)
+   **Total running time of the script:** (0 minutes 1.291 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 2.949 seconds)
+   **Total running time of the script:** (0 minutes 3.047 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 0.809 seconds)
+   **Total running time of the script:** (0 minutes 0.822 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 0.635 seconds)
+   **Total running time of the script:** (0 minutes 0.652 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 0.609 seconds)
+   **Total running time of the script:** (0 minutes 0.620 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 1.237 seconds)
+   **Total running time of the script:** (0 minutes 1.255 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 2.009 seconds)
+   **Total running time of the script:** (0 minutes 2.053 seconds)
 
 
 .. _sphx_glr_download_auto_examples_color_exposure_plot_tinting_grayscale_images.py: