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diff --git a/dev/.buildinfo b/dev/.buildinfo
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 # 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.
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+config: d7f2d561c99b5ad8006bc5b4d447d15a
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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 0x7fdaf249b240>
+    <function explore_slices.<locals>.display_slice at 0x7f4e191a3380>
 
 
 
@@ -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 0x7fdaea7bd1c0>
+    <function explore_slices.<locals>.display_slice at 0x7f4e193c1080>
 
 
 
@@ -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 7.320 seconds)
+   **Total running time of the script:** (0 minutes 7.449 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/v0.25.0rc1?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 0x7fdaf249ea20>
+    <matplotlib.image.AxesImage object at 0x7f4e1a632a20>
 
 
 
@@ -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 6.991 seconds)
+   **Total running time of the script:** (0 minutes 7.121 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/v0.25.0rc1?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 1.288 seconds)
+   **Total running time of the script:** (0 minutes 1.359 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/v0.25.0rc1?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 1.516 seconds)
+   **Total running time of the script:** (0 minutes 1.555 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/v0.25.0rc1?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(0.2729082421109324)
+    np.float64(0.15700695758773525)
 
 
 
@@ -282,7 +282,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.732, p-val: 0
+    PCC: 0.813, p-val: 0
 
 
 
@@ -310,7 +310,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.184 seconds)
+   **Total running time of the script:** (0 minutes 1.381 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/v0.25.0rc1?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 17.164 seconds)
+   **Total running time of the script:** (0 minutes 17.520 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/v0.25.0rc1?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 0.339 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/v0.25.0rc1?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 1.750 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/v0.25.0rc1?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 34.527s, plus 1.630s training, for an AUC of 1.00. Computing the restricted feature set took 0.100s, plus 1.363s training, for an AUC of 1.00.
+    Computing the full feature set took 34.304s, plus 1.622s training, for an AUC of 1.00. Computing the restricted feature set took 0.102s, plus 1.365s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 40.378 seconds)
+   **Total running time of the script:** (0 minutes 40.057 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/v0.25.0rc1?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 2.002 seconds)
+   **Total running time of the script:** (0 minutes 2.035 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/v0.25.0rc1?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 2.024 seconds)
+   **Total running time of the script:** (0 minutes 2.060 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/v0.25.0rc1?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 0x7fdaf26997c0>
+    <matplotlib.image.AxesImage object at 0x7f4e19e9c9b0>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.357 seconds)
+   **Total running time of the script:** (0 minutes 1.411 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/v0.25.0rc1?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 59.984 seconds)
+   **Total running time of the script:** (1 minutes 2.016 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/v0.25.0rc1?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 39.937 seconds)
+   **Total running time of the script:** (0 minutes 40.205 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/v0.25.0rc1?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 2.556 seconds)
+   **Total running time of the script:** (0 minutes 2.627 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/v0.25.0rc1?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 0.799 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/v0.25.0rc1?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 3.013 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/v0.25.0rc1?filepath=notebooks/auto_examples/applications/plot_thresholding_guide.ipynb
         :alt: Launch binder
         :width: 150 px