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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
@@ -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 0x7f8565f64720>
+    <function explore_slices.<locals>.display_slice at 0x7f95181e9300>
 
 
 
@@ -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 0x7f8564e98e00>
+    <function explore_slices.<locals>.display_slice at 0x7f9518f94720>
 
 
 
@@ -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 10.505 seconds)
+   **Total running time of the script:** (0 minutes 10.538 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 0x7f85655b5a00>
+    <matplotlib.image.AxesImage object at 0x7f95181adf40>
 
 
 
@@ -322,9 +322,6 @@ 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
-
 
 
 
@@ -351,6 +348,9 @@ Combine channel facetting and slice animation
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_3d_interaction_005.html
+
 
 
 
@@ -378,7 +378,7 @@ 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 10.980 seconds)
+   **Total running time of the script:** (0 minutes 10.837 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
@@ -486,6 +486,9 @@ tissue), especially in the Y-Z plane (``longitudinal=1``).
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_3d_structure_tensor_005.html
+
 
 
 
@@ -518,7 +521,7 @@ we would get the pancake situation.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.398 seconds)
+   **Total running time of the script:** (0 minutes 4.195 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 2.064 seconds)
+   **Total running time of the script:** (0 minutes 1.991 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(0.2117416502412021)
+    np.float64(0.2230363635098649)
 
 
 
@@ -284,7 +284,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.854, p-val: 0
+    PCC: 0.844, p-val: 0
 
 
 
@@ -312,7 +312,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.567 seconds)
+   **Total running time of the script:** (0 minutes 1.513 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 29.615 seconds)
+   **Total running time of the script:** (0 minutes 29.383 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 0.411 seconds)
+   **Total running time of the script:** (0 minutes 0.480 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 2.515 seconds)
+   **Total running time of the script:** (0 minutes 2.432 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 57.825s, plus 2.616s training, for an AUC of 1.00. Computing the restricted feature set took 0.097s, plus 1.658s training, for an AUC of 1.00.
+    Computing the full feature set took 44.064s, plus 2.685s training, for an AUC of 1.00. Computing the restricted feature set took 0.165s, plus 2.224s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 5.487 seconds)
+   **Total running time of the script:** (0 minutes 52.600 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
@@ -186,9 +186,6 @@ resort to :ref:`sphx_glr_auto_examples_segmentation_plot_multiotsu.py`.
    :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_003.png
    :class: sphx-glr-single-img
 
-.. raw:: html
-    :file: images/sphx_glr_plot_human_mitosis_004.html
-
 
 
 
@@ -297,9 +294,9 @@ is underestimated.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_004.png
    :alt: Original, Dividing nuclei?, All nuclei?
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_004.png
    :class: sphx-glr-single-img
 
 
@@ -348,9 +345,9 @@ by dichotomy, visually and manually.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
    :alt: Dividing nuclei
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
    :class: sphx-glr-single-img
 
 
@@ -445,9 +442,9 @@ label with argument `bg_label=0`.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_007.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
    :alt: Overlapping nuclei, Segmented nuclei
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_007.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
    :class: sphx-glr-single-img
 
 
@@ -522,7 +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 2.748 seconds)
+   **Total running time of the script:** (0 minutes 2.814 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 2.661 seconds)
+   **Total running time of the script:** (0 minutes 2.755 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 0x7f17782212b0>
+    <matplotlib.image.AxesImage object at 0x7fcc1f02ec30>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.150 seconds)
+   **Total running time of the script:** (0 minutes 2.283 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 27.306 seconds)
+   **Total running time of the script:** (1 minutes 23.424 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 45.957 seconds)
+   **Total running time of the script:** (0 minutes 50.413 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
@@ -136,6 +136,9 @@ at the second frame.
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_solidification_tracking_002.html
+
 
 
 
@@ -172,7 +175,7 @@ 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
 
 
 
@@ -207,7 +210,7 @@ noise beyond the interface.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_solidification_tracking_003.html
+    :file: images/sphx_glr_plot_solidification_tracking_004.html
 
 
 
@@ -248,7 +251,7 @@ 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
 
 
 
@@ -392,7 +395,7 @@ 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
 
 
 
@@ -420,7 +423,7 @@ 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
 
 
 
@@ -460,7 +463,7 @@ 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
 
 
 
@@ -500,9 +503,9 @@ 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
 
 
@@ -512,7 +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 4.174 seconds)
+   **Total running time of the script:** (0 minutes 3.683 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 0.971 seconds)
+   **Total running time of the script:** (0 minutes 0.935 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_text.py: