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diff --git a/dev/.buildinfo b/dev/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 65dd569d1c56a0cb36c8ef67f97dd3d9
+config: 45ee253c757868cefc19b03d474f4032
 tags: 645f666f9bcd5a90fca523b33c5a78b7
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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 0x7f44e586f380>
+    <function explore_slices.<locals>.display_slice at 0x7f8efab4f560>
 
 
 
@@ -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 0x7f44e57b9300>
+    <function explore_slices.<locals>.display_slice at 0x7f8efa571260>
 
 
 
@@ -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 7.354 seconds)
+   **Total running time of the script:** (0 minutes 7.441 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/main?filepath=notebooks/auto_examples/applications/plot_3d_image_processing.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 0x7f44e58dfc50>
+    <matplotlib.image.AxesImage object at 0x7f8f01060140>
 
 
 
@@ -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 6.957 seconds)
+   **Total running time of the script:** (0 minutes 6.831 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/main?filepath=notebooks/auto_examples/applications/plot_3d_interaction.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 1.292 seconds)
+   **Total running time of the script:** (0 minutes 1.340 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/main?filepath=notebooks/auto_examples/applications/plot_3d_structure_tensor.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 1.509 seconds)
+   **Total running time of the script:** (0 minutes 1.550 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/main?filepath=notebooks/auto_examples/applications/plot_coins_segmentation.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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
@@ -178,7 +178,7 @@ much lower than the overlap coefficient.
  .. code-block:: none
 
 
-    np.float64(0.24437353920372587)
+    np.float64(0.17607093299890472)
 
 
 
@@ -282,7 +282,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.827, p-val: 0
+    PCC: 0.861, p-val: 0
 
 
 
@@ -310,7 +310,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.227 seconds)
+   **Total running time of the script:** (0 minutes 1.126 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_colocalization_metrics.py:
@@ -322,7 +322,7 @@ case.
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_colocalization_metrics.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 17.122 seconds)
+   **Total running time of the script:** (0 minutes 17.163 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/main?filepath=notebooks/auto_examples/applications/plot_cornea_spot_inpainting.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 0.338 seconds)
+   **Total running time of the script:** (0 minutes 0.342 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/main?filepath=notebooks/auto_examples/applications/plot_face_detection.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 1.729 seconds)
+   **Total running time of the script:** (0 minutes 1.778 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/main?filepath=notebooks/auto_examples/applications/plot_fluorescence_nuclear_envelope.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 33.628s, plus 1.626s training, for an AUC of 1.00. Computing the restricted feature set took 0.100s, plus 1.354s training, for an AUC of 1.00.
+    Computing the full feature set took 34.858s, plus 1.689s training, for an AUC of 1.00. Computing the restricted feature set took 0.101s, plus 1.385s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 39.438 seconds)
+   **Total running time of the script:** (0 minutes 40.747 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/main?filepath=notebooks/auto_examples/applications/plot_haar_extraction_selection_classification.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 1.986 seconds)
+   **Total running time of the script:** (0 minutes 2.050 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/main?filepath=notebooks/auto_examples/applications/plot_human_mitosis.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 2.021 seconds)
+   **Total running time of the script:** (0 minutes 2.044 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/main?filepath=notebooks/auto_examples/applications/plot_image_comparison.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 0x7f44e549e570>
+    <matplotlib.image.AxesImage object at 0x7f8f00900d10>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.344 seconds)
+   **Total running time of the script:** (0 minutes 1.390 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/main?filepath=notebooks/auto_examples/applications/plot_morphology.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 59.424 seconds)
+   **Total running time of the script:** (1 minutes 1.414 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/main?filepath=notebooks/auto_examples/applications/plot_pixel_graphs.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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
@@ -1104,7 +1104,7 @@ on increasing image size:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 40.151 seconds)
+   **Total running time of the script:** (0 minutes 40.373 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_rank_filters.py:
@@ -1116,7 +1116,7 @@ on increasing image size:
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
-        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/main?filepath=notebooks/auto_examples/applications/plot_rank_filters.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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
@@ -515,7 +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 2.570 seconds)
+   **Total running time of the script:** (0 minutes 2.666 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_solidification_tracking.py:
@@ -527,7 +527,7 @@ 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/main?filepath=notebooks/auto_examples/applications/plot_solidification_tracking.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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 0.798 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/main?filepath=notebooks/auto_examples/applications/plot_text.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?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
@@ -357,7 +357,7 @@ The example compares the local threshold with the global threshold.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.937 seconds)
+   **Total running time of the script:** (0 minutes 3.018 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_thresholding_guide.py:
@@ -369,7 +369,7 @@ 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/main?filepath=notebooks/auto_examples/applications/plot_thresholding_guide.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.25.0rc0?filepath=notebooks/auto_examples/applications/plot_thresholding_guide.ipynb
         :alt: Launch binder
         :width: 150 px