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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: 4d1d104d5f767a27d52020efa2ecd07f
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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 0x7fe05a9ea5c0>
+    <function explore_slices.<locals>.display_slice at 0x7f0146811800>
 
 
 
@@ -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 0x7fe03166f2e0>
+    <function explore_slices.<locals>.display_slice at 0x7f0118a5f380>
 
 
 
@@ -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 7.525 seconds)
+   **Total running time of the script:** (0 minutes 7.437 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_3d_image_processing.py:
@@ -595,7 +595,7 @@ 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/v0.25.2?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 0x7fe0661ffe00>
+    <matplotlib.image.AxesImage object at 0x7f014629be90>
 
 
 
@@ -381,7 +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 7.155 seconds)
+   **Total running time of the script:** (0 minutes 7.278 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_3d_interaction.py:
@@ -393,7 +393,7 @@ 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/v0.25.2?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
@@ -524,7 +524,7 @@ we would get the pancake situation.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.170 seconds)
+   **Total running time of the script:** (0 minutes 1.156 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_3d_structure_tensor.py:
@@ -536,7 +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/v0.25.2?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
@@ -335,7 +335,7 @@ labeled individually.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.597 seconds)
+   **Total running time of the script:** (0 minutes 1.570 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_coins_segmentation.py:
@@ -347,7 +347,7 @@ labeled individually.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.2?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(0.23155898283665946)
+    np.float64(0.2673667119568471)
 
 
 
@@ -281,7 +281,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.795, p-val: 0
+    PCC: 0.865, p-val: 0
 
 
 
@@ -309,7 +309,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.383 seconds)
+   **Total running time of the script:** (0 minutes 1.220 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/v0.25.2?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 18.416 seconds)
+   **Total running time of the script:** (0 minutes 22.527 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/v0.25.2?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
@@ -133,7 +133,7 @@ using `OpenCV train cascade utility
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.316 seconds)
+   **Total running time of the script:** (0 minutes 0.319 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_face_detection.py:
@@ -145,7 +145,7 @@ using `OpenCV train cascade utility
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.2?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
@@ -614,7 +614,7 @@ time points, and then becomes roughly constant.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.805 seconds)
+   **Total running time of the script:** (0 minutes 1.777 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_fluorescence_nuclear_envelope.py:
@@ -626,7 +626,7 @@ 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/v0.25.2?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
@@ -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 18.725s, plus 1.761s training, for an AUC of 1.00. Computing the restricted feature set took 0.103s, plus 1.484s training, for an AUC of 1.00.
+    Computing the full feature set took 19.028s, plus 1.748s training, for an AUC of 1.00. Computing the restricted feature set took 0.100s, plus 1.479s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 24.773 seconds)
+   **Total running time of the script:** (0 minutes 25.147 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_haar_extraction_selection_classification.py:
@@ -298,7 +298,7 @@ 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/v0.25.2?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
@@ -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 2.399 seconds)
+   **Total running time of the script:** (0 minutes 2.395 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_human_mitosis.py:
@@ -531,7 +531,7 @@ 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/v0.25.2?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
@@ -191,7 +191,7 @@ Blend
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.142 seconds)
+   **Total running time of the script:** (0 minutes 2.120 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_image_comparison.py:
@@ -203,7 +203,7 @@ Blend
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.2?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
@@ -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 0x7fe068768ce0>
+    <matplotlib.image.AxesImage object at 0x7f014435c1a0>
 
 
 
@@ -460,7 +460,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.727 seconds)
+   **Total running time of the script:** (0 minutes 1.697 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_morphology.py:
@@ -472,7 +472,7 @@ Additional Resources
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.2?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:** (0 minutes 59.973 seconds)
+   **Total running time of the script:** (1 minutes 0.639 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/v0.25.2?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
 

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 42.221 seconds)
+   **Total running time of the script:** (0 minutes 42.181 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_rank_filters.py:
@@ -1132,7 +1132,7 @@ on increasing image size:
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.2?filepath=notebooks/auto_examples/applications/plot_rank_filters.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_rank_filters.ipynb
         :alt: Launch binder
         :width: 150 px
 

diff --git a/dev/_sources/auto_examples/applications/plot_solidification_tracking.rst.txt b/dev/_sources/auto_examples/applications/plot_solidification_tracking.rst.txt
@@ -514,7 +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 2.873 seconds)
+   **Total running time of the script:** (0 minutes 2.700 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_solidification_tracking.py:
@@ -526,7 +526,7 @@ polynomial to the scatter plot. The velocity is the first-order coefficient.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.2?filepath=notebooks/auto_examples/applications/plot_solidification_tracking.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_solidification_tracking.ipynb
         :alt: Launch binder
         :width: 150 px
 

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 0.801 seconds)
+   **Total running time of the script:** (0 minutes 0.804 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_text.py:
@@ -95,7 +95,7 @@ just wants to write onto the image, this step is not necessary.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.2?filepath=notebooks/auto_examples/applications/plot_text.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_text.ipynb
         :alt: Launch binder
         :width: 150 px
 

diff --git a/dev/_sources/auto_examples/applications/plot_thresholding_guide.rst.txt b/dev/_sources/auto_examples/applications/plot_thresholding_guide.rst.txt
@@ -345,7 +345,7 @@ The example compares the local threshold with the global threshold.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.029 seconds)
+   **Total running time of the script:** (0 minutes 2.979 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_thresholding_guide.py:
@@ -357,7 +357,7 @@ The example compares the local threshold with the global threshold.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.2?filepath=notebooks/auto_examples/applications/plot_thresholding_guide.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_thresholding_guide.ipynb
         :alt: Launch binder
         :width: 150 px