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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.
-config: 03c30f62132b7f5142b693671e0b9efa
+config: 0a7e7baaa73ccd7e0ca093fcef668f4c
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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
@@ -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 0x7fbbcf895260>
+    <function explore_slices.<locals>.display_slice at 0x7fda02ead8a0>
 
 
 
@@ -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 0x7fbbcff7dee0>
+    <function explore_slices.<locals>.display_slice at 0x7fda00514d60>
 
 
 
@@ -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 10.426 seconds)
+   **Total running time of the script:** (0 minutes 10.402 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_3d_image_processing.py:
@@ -596,7 +596,7 @@ Note that this works in a static HTML page!
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_3d_image_processing.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_3d_image_processing.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 0x7fbbcc735160>
+    <matplotlib.image.AxesImage object at 0x7fca43d8d430>
 
 
 
@@ -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 10.806 seconds)
+   **Total running time of the script:** (0 minutes 11.236 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_3d_interaction.py:
@@ -393,7 +387,7 @@ The biologist's eye can spot that the two bright blobs (best seen in
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_3d_interaction.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_3d_interaction.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 4.240 seconds)
+   **Total running time of the script:** (0 minutes 4.053 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_3d_structure_tensor.py:
@@ -533,7 +536,7 @@ we would get the pancake situation.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_3d_structure_tensor.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_3d_structure_tensor.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 1.946 seconds)
+   **Total running time of the script:** (0 minutes 2.091 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_coins_segmentation.py:
@@ -354,7 +354,7 @@ labeled individually.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_coins_segmentation.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_coins_segmentation.ipynb
         :alt: Launch binder
         :width: 150 px
 

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(0.1799733444801378)
+    np.float64(0.29526952519278543)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.771, p-val: 0
+    PCC: 0.79, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.543 seconds)
+   **Total running time of the script:** (0 minutes 1.826 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_colocalization_metrics.py:
@@ -321,7 +321,7 @@ case.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_colocalization_metrics.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_colocalization_metrics.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 29.384 seconds)
+   **Total running time of the script:** (0 minutes 29.328 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_cornea_spot_inpainting.py:
@@ -507,7 +507,7 @@ the opening processing step, when removing fine-grained features.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_cornea_spot_inpainting.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_cornea_spot_inpainting.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 0.483 seconds)
+   **Total running time of the script:** (0 minutes 0.455 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_face_detection.py:
@@ -146,7 +146,7 @@ using `OpenCV train cascade utility
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_face_detection.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_face_detection.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 2.432 seconds)
+   **Total running time of the script:** (0 minutes 2.778 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_fluorescence_nuclear_envelope.py:
@@ -627,7 +627,7 @@ time points, and then becomes roughly constant.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_fluorescence_nuclear_envelope.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_fluorescence_nuclear_envelope.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 27.649s, plus 2.732s training, for an AUC of 1.00. Computing the restricted feature set took 0.147s, plus 2.299s training, for an AUC of 1.00.
+    Computing the full feature set took 28.658s, plus 2.934s training, for an AUC of 1.00. Computing the restricted feature set took 0.164s, plus 2.372s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 36.096 seconds)
+   **Total running time of the script:** (0 minutes 37.763 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_haar_extraction_selection_classification.py:
@@ -302,7 +302,7 @@ Once the features are extracted, we can train and test a new classifier.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_haar_extraction_selection_classification.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_haar_extraction_selection_classification.ipynb
         :alt: Launch binder
         :width: 150 px
 

diff --git a/dev/_sources/auto_examples/applications/plot_human_mitosis.rst.txt b/dev/_sources/auto_examples/applications/plot_human_mitosis.rst.txt
@@ -186,6 +186,9 @@ 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
+
 
 
 
@@ -294,9 +297,9 @@ is underestimated.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_004.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
    :alt: Original, Dividing nuclei?, All nuclei?
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_004.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
    :class: sphx-glr-single-img
 
 
@@ -345,9 +348,9 @@ by dichotomy, visually and manually.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
    :alt: Dividing nuclei
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_005.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
    :class: sphx-glr-single-img
 
 
@@ -442,9 +445,9 @@ label with argument `bg_label=0`.
 
 
 
-.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
+.. image-sg:: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_007.png
    :alt: Overlapping nuclei, Segmented nuclei
-   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_006.png
+   :srcset: /auto_examples/applications/images/sphx_glr_plot_human_mitosis_007.png
    :class: sphx-glr-single-img
 
 
@@ -519,7 +522,7 @@ 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 2.955 seconds)
+   **Total running time of the script:** (0 minutes 2.866 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_human_mitosis.py:
@@ -531,7 +534,7 @@ cells in this sample. Therefore, we estimate the mitotic index to be:
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_human_mitosis.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_human_mitosis.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 2.643 seconds)
+   **Total running time of the script:** (0 minutes 2.737 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_image_comparison.py:
@@ -204,7 +204,7 @@ Blend
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_image_comparison.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_image_comparison.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 0x7fa72c7b6630>
+    <matplotlib.image.AxesImage object at 0x7fda137ea6c0>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.201 seconds)
+   **Total running time of the script:** (0 minutes 2.160 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_morphology.py:
@@ -476,7 +476,7 @@ Additional Resources
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_morphology.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_morphology.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 18.884 seconds)
+   **Total running time of the script:** (1 minutes 19.919 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_pixel_graphs.py:
@@ -211,7 +211,7 @@ to the position of the centroid!
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc2?filepath=notebooks/auto_examples/applications/plot_pixel_graphs.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_pixel_graphs.ipynb
         :alt: Launch binder
         :width: 150 px