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diff --git a/dev/.buildinfo b/dev/.buildinfo
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 # Sphinx build info version 1
 # This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
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+config: 4df2e0aa0d74aad6018dce4bcb3ff9ef
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diff --git a/..._glr_plot_solidification_tracking_008.png → ..._glr_plot_solidification_tracking_009.png b/..._glr_plot_solidification_tracking_008.png → ..._glr_plot_solidification_tracking_009.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 0x7f21258a28e0>
+    <function explore_slices.<locals>.display_slice at 0x7f14eb3aa200>
 
 
 
@@ -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 0x7f21262c6660>
+    <function explore_slices.<locals>.display_slice at 0x7f14eb3a6fc0>
 
 
 
@@ -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 10.689 seconds)
+   **Total running time of the script:** (0 minutes 7.577 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 0x7f212672d670>
+    <matplotlib.image.AxesImage object at 0x7f14dce63860>
 
 
 
@@ -322,6 +322,9 @@ Click the play button to move along the ``z`` axis, through the stack of all
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_3d_interaction_005.html
+
 
 
 
@@ -348,6 +351,9 @@ Combine channel facetting and slice animation
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_3d_interaction_006.html
+
 
 
 
@@ -375,7 +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 12.615 seconds)
+   **Total running time of the script:** (0 minutes 6.976 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 4.008 seconds)
+   **Total running time of the script:** (0 minutes 1.314 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 2.095 seconds)
+   **Total running time of the script:** (0 minutes 1.581 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(0.30047594308623443)
+    np.float64(0.3681984213644208)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.84, p-val: 0
+    PCC: 0.791, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.961 seconds)
+   **Total running time of the script:** (0 minutes 1.276 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 30.117 seconds)
+   **Total running time of the script:** (0 minutes 18.587 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 0.418 seconds)
+   **Total running time of the script:** (0 minutes 0.323 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 2.625 seconds)
+   **Total running time of the script:** (0 minutes 1.821 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 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.
+    Computing the full feature set took 19.056s, plus 1.806s training, for an AUC of 1.00. Computing the restricted feature set took 0.100s, plus 1.495s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 39.571 seconds)
+   **Total running time of the script:** (0 minutes 25.413 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 3.325 seconds)
+   **Total running time of the script:** (0 minutes 2.413 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 3.026 seconds)
+   **Total running time of the script:** (0 minutes 2.147 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 0x7fa3136617f0>
+    <matplotlib.image.AxesImage object at 0x7f14ebef3dd0>
 
 
 
@@ -460,7 +460,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.702 seconds)
+   **Total running time of the script:** (0 minutes 1.736 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
@@ -118,9 +118,6 @@ 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
-
 
 
 
@@ -147,9 +144,9 @@ define the main vessels.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_004.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_003.png
    :alt: Thresholded vesselness
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_004.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_003.png
    :class: sphx-glr-single-img
 
 
@@ -190,9 +187,9 @@ to the position of the centroid!
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_005.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_004.png
    :alt: Vessel graph center vs centroid
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_005.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_pixel_graphs_004.png
    :class: sphx-glr-single-img
 
 
@@ -202,7 +199,7 @@ to the position of the centroid!
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 21.493 seconds)
+   **Total running time of the script:** (1 minutes 0.915 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 47.445 seconds)
+   **Total running time of the script:** (0 minutes 43.535 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
@@ -98,6 +98,9 @@ exist in roughly the same position from one frame to the next.
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_solidification_tracking_001.html
+
 
 
 
@@ -133,7 +136,7 @@ at the second frame.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_001.html
+    :file: images/sphx_glr_plot_solidification_tracking_002.html
 
 
 
@@ -171,7 +174,7 @@ the intensity values to [0, 1].
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_002.html
+    :file: images/sphx_glr_plot_solidification_tracking_003.html
 
 
 
@@ -206,7 +209,7 @@ noise beyond the interface.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_003.html
+    :file: images/sphx_glr_plot_solidification_tracking_004.html
 
 
 
@@ -247,7 +250,7 @@ methods that may work better for different applications).
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_004.html
+    :file: images/sphx_glr_plot_solidification_tracking_005.html
 
 
 
@@ -391,7 +394,7 @@ along with its bounding box (bbox) in red.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_005.html
+    :file: images/sphx_glr_plot_solidification_tracking_006.html
 
 
 
@@ -419,7 +422,7 @@ in time (0th image) because the interface is moving upward.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_006.html
+    :file: images/sphx_glr_plot_solidification_tracking_007.html
 
 
 
@@ -459,7 +462,7 @@ position of the S-L interface.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_007.html
+    :file: images/sphx_glr_plot_solidification_tracking_008.html
 
 
 
@@ -499,9 +502,9 @@ polynomial to the scatter plot. The velocity is the first-order coefficient.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_008.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_009.png
    :alt: S-L interface location vs. time
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_008.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_solidification_tracking_009.png
    :class: sphx-glr-single-img
 
 
@@ -511,7 +514,7 @@ 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 4.747 seconds)
+   **Total running time of the script:** (0 minutes 2.783 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 0.933 seconds)
+   **Total running time of the script:** (0 minutes 0.809 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
@@ -338,17 +338,14 @@ The example compares the local threshold with the global threshold.
    :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 3.940 seconds)
+   **Total running time of the script:** (0 minutes 2.992 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_thresholding_guide.py: