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diff --git a/...traction_selection_classification_001.png → ...traction_selection_classification_002.png b/...traction_selection_classification_001.png → ...traction_selection_classification_002.png
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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 0x7f0eddd44c20>
+    <function explore_slices.<locals>.display_slice at 0x7f2009c2d620>
 
 
 
@@ -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 0x7f0edc74b420>
+    <function explore_slices.<locals>.display_slice at 0x7f20086da7a0>
 
 
 
@@ -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 10.503 seconds)
+   **Total running time of the script:** (0 minutes 10.017 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 0x7fd05b786ea0>
+    <matplotlib.image.AxesImage object at 0x7f200a73bce0>
 
 
 
@@ -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
-
 
 
 
@@ -351,9 +348,6 @@ Combine channel facetting and slice animation
 
 
 
-.. raw:: html
-    :file: images/sphx_glr_plot_3d_interaction_006.html
-
 
 
 
@@ -381,7 +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 10.825 seconds)
+   **Total running time of the script:** (0 minutes 11.908 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
@@ -348,6 +348,9 @@ where the maximum eigenvalue is found (i.e., ``Z = coords[1]``).
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_3d_structure_tensor_004.html
+
 
 
 
@@ -457,7 +460,7 @@ maximum eigenvalue is found.
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_3d_structure_tensor_004.html
+    :file: images/sphx_glr_plot_3d_structure_tensor_005.html
 
 
 
@@ -487,7 +490,7 @@ tissue), especially in the Y-Z plane (``longitudinal=1``).
 
 
 .. raw:: html
-    :file: images/sphx_glr_plot_3d_structure_tensor_005.html
+    :file: images/sphx_glr_plot_3d_structure_tensor_006.html
 
 
 
@@ -521,7 +524,7 @@ we would get the pancake situation.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.705 seconds)
+   **Total running time of the script:** (0 minutes 3.689 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 1.996 seconds)
+   **Total running time of the script:** (0 minutes 2.223 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(0.14385045878518943)
+    np.float64(0.2263687213676279)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.837, p-val: 0
+    PCC: 0.821, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.967 seconds)
+   **Total running time of the script:** (0 minutes 1.706 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 27.440 seconds)
+   **Total running time of the script:** (0 minutes 28.707 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 0.356 seconds)
+   **Total running time of the script:** (0 minutes 0.407 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 2.536 seconds)
+   **Total running time of the script:** (0 minutes 2.434 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
@@ -62,6 +62,9 @@ References
 
 
 
+.. raw:: html
+    :file: images/sphx_glr_plot_haar_extraction_selection_classification_001.html
+
 
 
 
@@ -182,9 +185,9 @@ drastically speed up the computation while retaining accuracy.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_haar_extraction_selection_classification_001.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_haar_extraction_selection_classification_002.png
    :alt: The most important features
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_haar_extraction_selection_classification_001.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_haar_extraction_selection_classification_002.png
    :class: sphx-glr-single-img
 
 
@@ -278,15 +281,15 @@ Once the features are extracted, we can train and test a new classifier.
 
  .. code-block:: none
 
-    Computing the full feature set took 30.511s, plus 2.835s training, for an AUC of 1.00. Computing the restricted feature set took 0.174s, plus 2.414s training, for an AUC of 1.00.
+    Computing the full feature set took 29.637s, plus 2.836s training, for an AUC of 1.00. Computing the restricted feature set took 0.145s, plus 2.437s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 39.185 seconds)
+   **Total running time of the script:** (0 minutes 38.517 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 3.189 seconds)
+   **Total running time of the script:** (0 minutes 3.226 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 2.703 seconds)
+   **Total running time of the script:** (0 minutes 2.733 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 0x7fbcfaf08ce0>
+    <matplotlib.image.AxesImage object at 0x7f0dd52216d0>
 
 
 
@@ -460,7 +460,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.614 seconds)
+   **Total running time of the script:** (0 minutes 2.465 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 18.440 seconds)
+   **Total running time of the script:** (1 minutes 18.339 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 46.815 seconds)
+   **Total running time of the script:** (0 minutes 46.931 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 4.308 seconds)
+   **Total running time of the script:** (0 minutes 4.184 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 0.970 seconds)
+   **Total running time of the script:** (0 minutes 0.988 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_text.py: