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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: 4a5fb08d2594ab6624efa73fa889de5d
+config: 32954a5b73716f7341a58f3a08f0b6ff
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
diff --git a/dev/_downloads/a5287a8217a5193c809be5c51fe4be43/numpy_images-1.pdf b/dev/_downloads/a5287a8217a5193c809be5c51fe4be43/numpy_images-1.pdf
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diff --git a/dev/_images/sphx_glr_plot_ssim_001.png b/dev/_images/sphx_glr_plot_ssim_001.png
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diff --git a/dev/_images/sphx_glr_plot_stitching_001.png b/dev/_images/sphx_glr_plot_stitching_001.png
diff --git a/dev/_images/sphx_glr_plot_stitching_002.png b/dev/_images/sphx_glr_plot_stitching_002.png
diff --git a/dev/_images/sphx_glr_plot_stitching_thumb.png b/dev/_images/sphx_glr_plot_stitching_thumb.png
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
diff --git a/dev/_images/sphx_glr_plot_trainable_segmentation_thumb.png b/dev/_images/sphx_glr_plot_trainable_segmentation_thumb.png
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 0x7fbd39e17060>
+    <function explore_slices.<locals>.display_slice at 0x7f284a4a2f20>
 
 
 
@@ -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 0x7fbd2b70f7e0>
+    <function explore_slices.<locals>.display_slice at 0x7f28495e36a0>
 
 
 
@@ -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 7.584 seconds)
+   **Total running time of the script:** (0 minutes 7.691 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/v0.23.0rc0?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).
 
-    <matplotlib.image.AxesImage object at 0x7fbd3a63bdd0>
+    <matplotlib.image.AxesImage object at 0x7f285a29f950>
 
 
 
@@ -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 7.037 seconds)
+   **Total running time of the script:** (0 minutes 7.191 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/v0.23.0rc0?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 1.285 seconds)
+   **Total running time of the script:** (0 minutes 1.306 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/v0.23.0rc0?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 1.543 seconds)
+   **Total running time of the script:** (0 minutes 1.588 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/v0.23.0rc0?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
 
 
-    0.19405266353800402
+    0.24151353385168833
 
 
 
@@ -282,7 +282,7 @@ would give us a good measure of how strong the association is.
 
  .. code-block:: none
 
-    PCC: 0.787, p-val: 0
+    PCC: 0.846, p-val: 0
 
 
 
@@ -310,7 +310,7 @@ case.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.230 seconds)
+   **Total running time of the script:** (0 minutes 1.324 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/v0.23.0rc0?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 17.806 seconds)
+   **Total running time of the script:** (0 minutes 17.965 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/v0.23.0rc0?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 0.367 seconds)
+   **Total running time of the script:** (0 minutes 0.369 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/v0.23.0rc0?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 1.776 seconds)
+   **Total running time of the script:** (0 minutes 1.843 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/v0.23.0rc0?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
@@ -281,15 +281,15 @@ Once the features are extracted, we can train and test a new classifier.
 
  .. code-block:: none
 
-    Computing the full feature set took 33.637s, plus 1.702s training, for an AUC of 1.00. Computing the restricted feature set took 0.099s, plus 1.481s training, for an AUC of 1.00.
+    Computing the full feature set took 34.743s, plus 1.751s training, for an AUC of 1.00. Computing the restricted feature set took 0.100s, plus 1.493s training, for an AUC of 1.00.
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 39.636 seconds)
+   **Total running time of the script:** (0 minutes 40.756 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_haar_extraction_selection_classification.py:
@@ -301,7 +301,7 @@ 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/v0.23.0rc0?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
@@ -504,7 +504,7 @@ 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 2.658 seconds)
+   **Total running time of the script:** (0 minutes 2.572 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_human_mitosis.py:
@@ -516,7 +516,7 @@ 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/v0.23.0rc0?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
@@ -191,7 +191,7 @@ Blend
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.038 seconds)
+   **Total running time of the script:** (0 minutes 2.150 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/main?filepath=notebooks/auto_examples/applications/plot_image_comparison.ipynb
+        :target: https://mybinder.org/v2/gh/scikit-image/scikit-image/v0.23.0rc0?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 0x7fbd4a134410>
+    <matplotlib.image.AxesImage object at 0x7f284961b4a0>
 
 
 
@@ -464,7 +464,7 @@ Additional Resources
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.358 seconds)
+   **Total running time of the script:** (0 minutes 1.496 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/v0.23.0rc0?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
@@ -198,7 +198,7 @@ to the position of the centroid!
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 59.836 seconds)
+   **Total running time of the script:** (1 minutes 0.883 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_pixel_graphs.py:
@@ -210,7 +210,7 @@ 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/v0.23.0rc0?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 40.528 seconds)
+   **Total running time of the script:** (0 minutes 40.291 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/v0.23.0rc0?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 2.583 seconds)
+   **Total running time of the script:** (0 minutes 2.678 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/v0.23.0rc0?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 0.799 seconds)
+   **Total running time of the script:** (0 minutes 0.802 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/v0.23.0rc0?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
@@ -356,7 +356,7 @@ The example compares the local threshold with the global threshold.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.096 seconds)
+   **Total running time of the script:** (0 minutes 3.087 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_thresholding_guide.py:
@@ -368,7 +368,7 @@ 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/v0.23.0rc0?filepath=notebooks/auto_examples/applications/plot_thresholding_guide.ipynb
         :alt: Launch binder
         :width: 150 px