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diff --git a/..._glr_plot_solidification_tracking_009.png → ..._glr_plot_solidification_tracking_008.png b/..._glr_plot_solidification_tracking_009.png → ..._glr_plot_solidification_tracking_008.png
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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
@@ -350,7 +350,7 @@ 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 0x7f644668e200>
+    <function explore_slices.<locals>.display_slice at 0x7f21258a28e0>
 
 
 
@@ -472,7 +472,7 @@ slices interactively.
 
             interactive(children=(IntSlider(value=34, description='plane', max=59), Output()), _dom_classes=('widget-interact',))
 
-    <function explore_slices.<locals>.display_slice at 0x7f64447d2c00>
+    <function explore_slices.<locals>.display_slice at 0x7f21262c6660>
 
 
 
@@ -583,7 +583,7 @@ Note that this works in a static HTML page!
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 10.827 seconds)
+   **Total running time of the script:** (0 minutes 10.689 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 0x7f6446638cb0>
+    <matplotlib.image.AxesImage object at 0x7f212672d670>
 
 
 
@@ -375,7 +375,7 @@ 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 14.431 seconds)
+   **Total running time of the script:** (0 minutes 12.615 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 5.301 seconds)
+   **Total running time of the script:** (0 minutes 4.008 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
@@ -335,7 +335,7 @@ labeled individually.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.719 seconds)
+   **Total running time of the script:** (0 minutes 2.095 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
@@ -177,7 +177,7 @@ much lower than the overlap coefficient.
  .. code-block:: none
 
 
-    np.float64(0.19461218676586214)
+    np.float64(0.30047594308623443)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.846, p-val: 0
+    PCC: 0.84, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.836 seconds)
+   **Total running time of the script:** (0 minutes 1.961 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 28.003 seconds)
+   **Total running time of the script:** (0 minutes 30.117 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
@@ -133,7 +133,7 @@ using `OpenCV train cascade utility
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.421 seconds)
+   **Total running time of the script:** (0 minutes 0.418 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
@@ -614,7 +614,7 @@ time points, and then becomes roughly constant.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.497 seconds)
+   **Total running time of the script:** (0 minutes 2.625 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
@@ -278,15 +278,15 @@ Once the features are extracted, we can train and test a new classifier.
 
  .. code-block:: none
 
-    Computing the full feature set took 31.363s, plus 3.008s training, for an AUC of 1.00. Computing the restricted feature set took 0.175s, plus 2.429s training, for an AUC of 1.00.
+    Computing the full feature set took 30.629s, plus 2.896s training, for an AUC of 1.00. Computing the restricted feature set took 0.174s, plus 2.437s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 40.613 seconds)
+   **Total running time of the script:** (0 minutes 39.571 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
@@ -519,7 +519,7 @@ 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 4.150 seconds)
+   **Total running time of the script:** (0 minutes 3.325 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
@@ -191,7 +191,7 @@ Blend
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.808 seconds)
+   **Total running time of the script:** (0 minutes 3.026 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
@@ -69,7 +69,7 @@ functions only work on gray-scale or binary images, so we set ``as_gray=True``.
  .. code-block:: none
 
 
-    <matplotlib.image.AxesImage object at 0x7fd6ac861220>
+    <matplotlib.image.AxesImage object at 0x7fa3136617f0>
 
 
 
@@ -460,7 +460,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.558 seconds)
+   **Total running time of the script:** (0 minutes 2.702 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
@@ -118,6 +118,9 @@ main vessels in the image.
    :srcset: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_002.png
    :class: sphx-glr-single-img
 
+.. raw:: html
+    :file: images/sphx_glr_plot_pixel_graphs_003.html
+
 
 
 
@@ -144,9 +147,9 @@ define the main vessels.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_003.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_004.png
    :alt: Thresholded vesselness
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_003.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_004.png
    :class: sphx-glr-single-img
 
 
@@ -187,9 +190,9 @@ to the position of the centroid!
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_004.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_005.png
    :alt: Vessel graph center vs centroid
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_004.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_005.png
    :class: sphx-glr-single-img
 
 
@@ -199,7 +202,7 @@ to the position of the centroid!
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 22.254 seconds)
+   **Total running time of the script:** (1 minutes 21.493 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
@@ -1120,7 +1120,7 @@ on increasing image size:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 46.522 seconds)
+   **Total running time of the script:** (0 minutes 47.445 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
@@ -98,9 +98,6 @@ exist in roughly the same position from one frame to the next.
 
 
 
-.. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_001.html
-
 
 
 
@@ -136,7 +133,7 @@ at the second frame.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_002.html
+    :file: images/sphx_glr_plot_solidification_tracking_001.html
 
 
 
@@ -174,7 +171,7 @@ the intensity values to [0, 1].
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_003.html
+    :file: images/sphx_glr_plot_solidification_tracking_002.html
 
 
 
@@ -209,7 +206,7 @@ noise beyond the interface.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_004.html
+    :file: images/sphx_glr_plot_solidification_tracking_003.html
 
 
 
@@ -250,7 +247,7 @@ methods that may work better for different applications).
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_005.html
+    :file: images/sphx_glr_plot_solidification_tracking_004.html
 
 
 
@@ -394,7 +391,7 @@ along with its bounding box (bbox) in red.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_006.html
+    :file: images/sphx_glr_plot_solidification_tracking_005.html
 
 
 
@@ -422,7 +419,7 @@ in time (0th image) because the interface is moving upward.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_007.html
+    :file: images/sphx_glr_plot_solidification_tracking_006.html
 
 
 
@@ -462,7 +459,7 @@ position of the S-L interface.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_008.html
+    :file: images/sphx_glr_plot_solidification_tracking_007.html
 
 
 
@@ -502,9 +499,9 @@ polynomial to the scatter plot. The velocity is the first-order coefficient.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_009.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_008.png
    :alt: S-L interface location vs. time
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_009.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_008.png
    :class: sphx-glr-single-img
 
 
@@ -514,7 +511,7 @@ 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 4.607 seconds)
+   **Total running time of the script:** (0 minutes 4.747 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 0.925 seconds)
+   **Total running time of the script:** (0 minutes 0.933 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
@@ -168,9 +168,6 @@ repeatedly until there are only two peaks in the histogram.
    :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_003.png
    :class: sphx-glr-single-img
 
-.. raw:: html
-    :file: images/sphx_glr_plot_thresholding_guide_004.html
-
 
 
 
@@ -214,9 +211,9 @@ the intra-class variance.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_005.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_004.png
    :alt: Original, Histogram, Thresholded
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_005.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_004.png
    :class: sphx-glr-single-img
 
 
@@ -276,9 +273,9 @@ of the local neighborhood minus an offset value.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_006.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_005.png
    :alt: Original, Global thresholding, Local thresholding
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_006.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_005.png
    :class: sphx-glr-single-img
 
 
@@ -336,19 +333,22 @@ The example compares the local threshold with the global threshold.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_007.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_006.png
    :alt: Original, Local Otsu (radius=15), Original >= Local Otsu, Global Otsu (threshold = {threshold_global_otsu})
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_007.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_thresholding_guide_006.png
    :class: sphx-glr-single-img
 
+.. raw:: html
+    :file: images/sphx_glr_plot_thresholding_guide_007.html
+
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.763 seconds)
+   **Total running time of the script:** (0 minutes 3.940 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_thresholding_guide.py: