diff --git a/dask_image/ndinterp/__init__.py b/dask_image/ndinterp/__init__.py
index ddbbc916..6f908e24 100644
--- a/dask_image/ndinterp/__init__.py
+++ b/dask_image/ndinterp/__init__.py
@@ -18,7 +18,7 @@
     dispatch_spline_filter,
     dispatch_spline_filter1d,
 )
-from ..ndfilters._utils import _get_depth_boundary
+from ..ndfilters._utils import _get_depth_boundary, _update_wrapper
 
 __all__ = [
     "affine_transform",
@@ -37,22 +37,23 @@ def affine_transform(
         output_chunks=None,
         **kwargs
 ):
-    """Apply an affine transform using Dask. For every
-    output chunk, only the slice containing the relevant part
+    """Apply an affine transform using Dask.
+
+    For every output chunk, only the slice containing the relevant part
     of the image is processed. Chunkwise processing is performed
     either using `ndimage.affine_transform` or
     `cupyx.scipy.ndimage.affine_transform`, depending on the input type.
 
     Notes
     -----
-        Differences to `ndimage.affine_transformation`:
+    Differences to `ndimage.affine_transformation`:
         - currently, prefiltering is not supported
           (affecting the output in case of interpolation `order > 1`)
         - default order is 1
         - modes 'reflect', 'mirror' and 'wrap' are not supported
 
-        Arguments equal to `ndimage.affine_transformation`,
-        except for `output_chunks`.
+    Arguments equal to `ndimage.affine_transformation`,
+    except for `output_chunks`.
 
     Parameters
     ----------
@@ -266,7 +267,7 @@ def rotate(
 
     Notes
     -----
-        Differences to `ndimage.rotate`:
+    Differences to `ndimage.rotate`:
         - currently, prefiltering is not supported
           (affecting the output in case of interpolation `order > 1`)
         - default order is 1
@@ -323,8 +324,8 @@ def rotate(
     (512, 512)
     >>> print(full_img_45.shape)
     (724, 724)
-
     """
+
     if not isinstance(input_arr, da.core.Array):
         input_arr = da.from_array(input_arr)
 
@@ -418,9 +419,11 @@ def _get_default_depth(order, tol=1e-8):
     Here depth is chosen as the smallest integer such that ``|p| ** n < tol``
     where `|p|` is the magnitude of the largest pole in the IIR filter.
     """
+
     return math.ceil(np.log(tol) / np.log(_maximum_pole[order]))
 
 
+@_update_wrapper(scipy.ndimage.spline_filter)
 def spline_filter(
         image,
         order=3,
@@ -478,6 +481,7 @@ def spline_filter(
     return result
 
 
+@_update_wrapper(scipy.ndimage.spline_filter1d)
 def spline_filter1d(
         image,
         order=3,
diff --git a/docs/installation.rst b/docs/installation.rst
index dbdfe650..21fcf5cf 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -32,8 +32,7 @@ can guide you through the process.
 .. _conda: https://conda.io/en/latest/
 .. _Miniforge: https://conda-forge.org/download/
 .. _pip: https://pip.pypa.io
-.. _Python installation guide:
-http://docs.python-guide.org/en/latest/starting/installation/
+.. _Python installation guide: http://docs.python-guide.org/en/latest/starting/installation/
 
 
 From sources
diff --git a/docs/quickstart.rst b/docs/quickstart.rst
index 889c9ce4..ff50aa13 100644
--- a/docs/quickstart.rst
+++ b/docs/quickstart.rst
@@ -83,11 +83,11 @@ Here are some talks and slides that you can watch to learn dask-image:
 
 - 2020, Genevieve Buckley's talk at PyConAU and SciPy Japan
 
-  - `Watch the talk in PyConAU <https://www.youtube.com/watch?v=MpjgzNeISeI&list=PLs4CJRBY5F1IEFq-wumrBDRCu2EqkpY-R&index=2>`_
+  - `Watch the talk <https://www.youtube.com/watch?v=MpjgzNeISeI&list=PLs4CJRBY5F1IEFq-wumrBDRCu2EqkpY-R&index=2>`_
   - `Scipy Japanのトークを見る(プレゼンテーション:英語, 字幕:日本語) <https://www.youtube.com/watch?v=dP0m2iZX0PU>`_ Watch the talk at SciPy Japan (presentation in English, captions in Japanese)
   - `See the slides <https://genevievebuckley.github.io/dask-image-talk-2020>`_
 
 - 2019, John Kirkham's SciPy talk
 
-  - `Watch the talk <https://www.youtube.com/watch?v=XGUS174vvLs>`_
-  - `See the slides <https://nbviewer.ipython.org/format/slides/github/jakirkham/scipy2019/blob/master/slides.ipynb#/>`_
+  - `Watch the talk here <https://www.youtube.com/watch?v=XGUS174vvLs>`_
+  - `See the slides here <https://nbviewer.ipython.org/format/slides/github/jakirkham/scipy2019/blob/master/slides.ipynb#/>`_