diff --git a/poetry.lock b/poetry.lock
index 6be9c33f..1ea24d71 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -684,6 +684,22 @@ files = [
     {file = "kiwisolver-1.4.4.tar.gz", hash = "sha256:d41997519fcba4a1e46eb4a2fe31bc12f0ff957b2b81bac28db24744f333e955"},
 ]
 
+[[package]]
+name = "lazy-loader"
+version = "0.1"
+description = "lazy_loader"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "lazy_loader-0.1-py3-none-any.whl", hash = "sha256:623bd4831a40ce659d74472af40a58d016f2a5a047685409affbc2ba5c044641"},
+    {file = "lazy_loader-0.1.tar.gz", hash = "sha256:77ce7f2737ebabf9c0ff73b4a99c947876d74d24c2f026544e32246ecca5feca"},
+]
+
+[package.extras]
+lint = ["pre-commit (>=2.20)"]
+test = ["codecov (>=2.1)", "pytest (>=7.1)", "pytest-cov (>=3.0)"]
+
 [[package]]
 name = "lazy-object-proxy"
 version = "1.9.0"
@@ -941,12 +957,12 @@ files = [
 [package.dependencies]
 numpy = [
     {version = ">=1.21.0", markers = "python_version <= \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""},
-    {version = ">=1.21.2", markers = "python_version >= \"3.10\""},
-    {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\""},
-    {version = ">=1.22.0", markers = "python_version >= \"3.11\""},
     {version = ">=1.19.3", markers = "python_version >= \"3.6\" and platform_system == \"Linux\" and platform_machine == \"aarch64\" or python_version >= \"3.9\""},
     {version = ">=1.17.0", markers = "python_version >= \"3.7\""},
     {version = ">=1.17.3", markers = "python_version >= \"3.8\""},
+    {version = ">=1.21.2", markers = "python_version >= \"3.10\""},
+    {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\""},
+    {version = ">=1.22.0", markers = "python_version >= \"3.11\""},
 ]
 
 [[package]]
@@ -1572,55 +1588,93 @@ toml = ">=0.10.2,<0.11.0"
 
 [[package]]
 name = "scikit-image"
-version = "0.19.3"
+version = "0.20.0"
 description = "Image processing in Python"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "scikit-image-0.19.3.tar.gz", hash = "sha256:24b5367de1762da6ee126dd8f30cc4e7efda474e0d7d70685433f0e3aa2ec450"},
-    {file = "scikit_image-0.19.3-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:3a01372ae4bca223873304b0bff79b9d92446ac6d6177f73d89b45561e2d09d8"},
-    {file = "scikit_image-0.19.3-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:fdf48d9b1f13af69e4e2c78e05067e322e9c8c97463c315cd0ecb47a94e259fc"},
-    {file = "scikit_image-0.19.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6b6a8f98f2ac9bb73706461fd1dec875f6a5141759ed526850a5a49e90003d19"},
-    {file = "scikit_image-0.19.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cfbb073f23deb48e0e60c47f8741d8089121d89cc78629ea8c5b51096efc5be7"},
-    {file = "scikit_image-0.19.3-cp310-cp310-win_amd64.whl", hash = "sha256:cc24177de3fdceca5d04807ad9c87d665f0bf01032ed94a9055cd1ed2b3f33e9"},
-    {file = "scikit_image-0.19.3-cp37-cp37m-macosx_10_13_x86_64.whl", hash = "sha256:fd9dd3994bb6f9f7a35f228323f3c4dc44b3cf2ff15fd72d895216e9333550c6"},
-    {file = "scikit_image-0.19.3-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:ad5d8000207a264d1a55681a9276e6a739d3f05cf4429004ad00d61d1892235f"},
-    {file = "scikit_image-0.19.3-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:84baa3179f3ae983c3a5d81c1e404bc92dcf7daeb41bfe9369badcda3fb22b92"},
-    {file = "scikit_image-0.19.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7f9f8a1387afc6c70f2bed007c3854a2d7489f9f7713c242f16f32ee05934bc2"},
-    {file = "scikit_image-0.19.3-cp37-cp37m-win32.whl", hash = "sha256:9fb0923a3bfa99457c5e17888f27b3b8a83a3600b4fef317992e7b7234764732"},
-    {file = "scikit_image-0.19.3-cp37-cp37m-win_amd64.whl", hash = "sha256:ce3d2207f253b8eb2c824e30d145a9f07a34a14212d57f3beca9f7e03c383cbe"},
-    {file = "scikit_image-0.19.3-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:2a02d1bd0e2b53e36b952bd5fd6118d9ccc3ee51de35705d63d8eb1f2e86adef"},
-    {file = "scikit_image-0.19.3-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:03779a7e1736fdf89d83c0ba67d44110496edd736a3bfce61a2b5177a1c8a099"},
-    {file = "scikit_image-0.19.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:19a21a101a20c587a3b611a2cf6f86c35aae9f8d9563279b987e83ee1c9a9790"},
-    {file = "scikit_image-0.19.3-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2f50b923f8099c1045fcde7418d86b206c87e333e43da980f41d8577b9605245"},
-    {file = "scikit_image-0.19.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e207c6ce5ce121d7d9b9d2b61b9adca57d1abed112c902d8ffbfdc20fb42c12b"},
-    {file = "scikit_image-0.19.3-cp38-cp38-win32.whl", hash = "sha256:a7c3985c68bfe05f7571167ee021d14f5b8d1a4a250c91f0b13be7fb07e6af34"},
-    {file = "scikit_image-0.19.3-cp38-cp38-win_amd64.whl", hash = "sha256:651de1c2ce1fbee834753b46b8e7d81cb12a5594898babba63ac82b30ddad49d"},
-    {file = "scikit_image-0.19.3-cp39-cp39-macosx_10_13_x86_64.whl", hash = "sha256:8d8917fcf85b987b1f287f823f3a1a7dac38b70aaca759bc0200f3bc292d5ced"},
-    {file = "scikit_image-0.19.3-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:0b0a199157ce8487c77de4fde0edc0b42d6d42818881c11f459262351d678b2d"},
-    {file = "scikit_image-0.19.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:33dfd463ee6cc509defa279b963829f2230c9e0639ccd3931045be055878eea6"},
-    {file = "scikit_image-0.19.3-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a8714348ddd671f819457a797c97d4c672166f093def66d66c3254cbd1d43f83"},
-    {file = "scikit_image-0.19.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ff3b1025356508d41f4fe48528e509d95f9e4015e90cf158cd58c56dc63e0ac5"},
-    {file = "scikit_image-0.19.3-cp39-cp39-win32.whl", hash = "sha256:9439e5294de3f18d6e82ec8eee2c46590231cf9c690da80545e83a0733b7a69e"},
-    {file = "scikit_image-0.19.3-cp39-cp39-win_amd64.whl", hash = "sha256:32fb88cc36203b99c9672fb972c9ef98635deaa5fc889fe969f3e11c44f22919"},
+    {file = "scikit_image-0.20.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:3cec8c5e8412ee19642a916648144186eb6b60c39fb6608ab478b4d1a4575e25"},
+    {file = "scikit_image-0.20.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:0ab378822fadc93db7e917a266d489ea33df3b42edfef197caaebbabbc2e4ecc"},
+    {file = "scikit_image-0.20.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c6797e3ef5fc53897bde131cfc3ceba6ce247d89cfe194fc8d3aba7f5c12aaf6"},
+    {file = "scikit_image-0.20.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f667dcf01737248bc5bd0a99fad58475abeb6b6a8229aecee9fdb96cf988ae85"},
+    {file = "scikit_image-0.20.0-cp310-cp310-win_amd64.whl", hash = "sha256:79a400ffe35fc7f64d1d043f3d043e062015689ad5637c35cd5569edae87ae13"},
+    {file = "scikit_image-0.20.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:049d955869620453b9e0568c2da62c8fec47bf3714be48b5d46bbaebb91bdc1f"},
+    {file = "scikit_image-0.20.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:a503ee85b444234ee88f34bf8674872dc37c6124ff60b7eb9242813de012ff4e"},
+    {file = "scikit_image-0.20.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3943d7355d02b40c066fd87cd5fe1b4f6637a16448e62333c4191a65ebf40a1c"},
+    {file = "scikit_image-0.20.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8d719242ea7e7250d49e38d1e33c44c2dd59c3414ae085881d168b98cbb6059a"},
+    {file = "scikit_image-0.20.0-cp311-cp311-win_amd64.whl", hash = "sha256:fdd1fd258e78c86e382fd687177431088a40880bd785e0ab40ee5f3794366710"},
+    {file = "scikit_image-0.20.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:1cd0486cb769d906307a3ec3884630be822d8ec2f41069e197336f904f584a33"},
+    {file = "scikit_image-0.20.0-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:2e9026161d0a698f532352dda6455a0bc13b1c9d831ea9279726b59d064df574"},
+    {file = "scikit_image-0.20.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1c123e6b0677dc1697c04b5bf2efb7110bcca511b4bc6967a38fa395ae5edf44"},
+    {file = "scikit_image-0.20.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:76f2fd12b537daea806a078df9ea76f5cc5a529d5bd7c41d7d0a101e9c5f91c4"},
+    {file = "scikit_image-0.20.0-cp38-cp38-win_amd64.whl", hash = "sha256:2118d610096754bca44b5d37328e1382e5fa7c6493803685100c9238e257d848"},
+    {file = "scikit_image-0.20.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:13a5c1c81ee5bcb64ee8ca8f1a2cf371b0c4345ea6fb67c3052e1c6d5edbd936"},
+    {file = "scikit_image-0.20.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:1794889d2dbb385c7ad5656363371ba0057b7a3335cda093a11415af84bb96e2"},
+    {file = "scikit_image-0.20.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:df14f8a55dae511749b081d9402ea215ea7c641bd6f74f06aa7b623e132817df"},
+    {file = "scikit_image-0.20.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b856efc75e3051bea6d40a8ffcdaabd5682783ece1aa91c3f6777c3372a98ca1"},
+    {file = "scikit_image-0.20.0-cp39-cp39-win_amd64.whl", hash = "sha256:a600374394b76b7fc260cef54e1be21047c4de0ecffb0b7f2f7392cd8ba16ffa"},
+    {file = "scikit_image-0.20.0.tar.gz", hash = "sha256:2cd784fce18bd31d71ade62c6221440199ead03acf7544086261ee032264cf61"},
 ]
 
 [package.dependencies]
 imageio = ">=2.4.1"
-networkx = ">=2.2"
-numpy = ">=1.17.0"
+lazy_loader = ">=0.1"
+networkx = ">=2.8"
+numpy = ">=1.21.1"
 packaging = ">=20.0"
-pillow = ">=6.1.0,<7.1.0 || >7.1.0,<7.1.1 || >7.1.1,<8.3.0 || >8.3.0"
+pillow = ">=9.0.1"
 PyWavelets = ">=1.1.1"
-scipy = ">=1.4.1"
+scipy = [
+    {version = ">=1.8,<1.9.2", markers = "python_version <= \"3.9\""},
+    {version = ">=1.8", markers = "python_version > \"3.9\""},
+]
 tifffile = ">=2019.7.26"
 
 [package.extras]
+build = ["Cython (>=0.29.24)", "build", "meson-python (>=0.13.0rc0)", "ninja", "numpy (>=1.21.1)", "packaging (>=20)", "pythran", "setuptools (>=67)", "wheel"]
 data = ["pooch (>=1.3.0)"]
-docs = ["cloudpickle (>=0.2.1)", "dask[array] (>=0.15.0,!=2.17.0)", "ipywidgets", "kaleido", "matplotlib (>=3.3)", "myst-parser", "numpydoc (>=1.0)", "pandas (>=0.23.0)", "plotly (>=4.14.0)", "pooch (>=1.3.0)", "pytest-runner", "scikit-learn", "seaborn (>=0.7.1)", "sphinx (>=1.8)", "sphinx-copybutton", "sphinx-gallery (>=0.10.1)", "tifffile (>=2020.5.30)"]
-optional = ["SimpleITK", "astropy (>=3.1.2)", "cloudpickle (>=0.2.1)", "dask[array] (>=1.0.0,!=2.17.0)", "matplotlib (>=3.0.3)", "pooch (>=1.3.0)", "pyamg", "qtpy"]
-test = ["asv", "codecov", "flake8", "matplotlib (>=3.0.3)", "pooch (>=1.3.0)", "pytest (>=5.2.0)", "pytest-cov (>=2.7.0)", "pytest-faulthandler", "pytest-localserver"]
+default = ["PyWavelets (>=1.1.1)", "imageio (>=2.4.1)", "lazy_loader (>=0.1)", "networkx (>=2.8)", "numpy (>=1.21.1)", "packaging (>=20.0)", "pillow (>=9.0.1)", "scipy (>=1.8)", "scipy (>=1.8,<1.9.2)", "tifffile (>=2019.7.26)"]
+developer = ["pre-commit", "rtoml"]
+docs = ["dask[array] (>=2022.9.2)", "ipywidgets", "kaleido", "matplotlib (>=3.6)", "myst-parser", "numpydoc (>=1.5)", "pandas (>=1.5)", "plotly (>=5.10)", "pooch (>=1.6)", "pytest-runner", "scikit-learn", "seaborn (>=0.11)", "sphinx (>=5.2)", "sphinx-copybutton", "sphinx-gallery (>=0.11)", "tifffile (>=2022.8.12)"]
+optional = ["SimpleITK", "astropy (>=3.1.2)", "cloudpickle (>=0.2.1)", "dask[array] (>=1.0.0,!=2.17.0)", "matplotlib (>=3.3)", "pooch (>=1.3.0)", "pyamg"]
+test = ["asv", "codecov", "matplotlib (>=3.3)", "pooch (>=1.3.0)", "pytest (>=5.2.0)", "pytest-cov (>=2.7.0)", "pytest-faulthandler", "pytest-localserver"]
+
+[[package]]
+name = "scipy"
+version = "1.9.1"
+description = "SciPy: Scientific Library for Python"
+category = "main"
+optional = false
+python-versions = ">=3.8,<3.12"
+files = [
+    {file = "scipy-1.9.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c61b4a91a702e8e04aeb0bfc40460e1f17a640977c04dda8757efb0199c75332"},
+    {file = "scipy-1.9.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:d79da472015d0120ba9b357b28a99146cd6c17b9609403164b1a8ed149b4dfc8"},
+    {file = "scipy-1.9.1-cp310-cp310-macosx_12_0_universal2.macosx_10_9_x86_64.whl", hash = "sha256:825951b88f56765aeb6e5e38ac9d7d47407cfaaeb008d40aa1b45a2d7ea2731e"},
+    {file = "scipy-1.9.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f950a04b33e17b38ff561d5a0951caf3f5b47caa841edd772ffb7959f20a6af0"},
+    {file = "scipy-1.9.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8cc81ac25659fec73599ccc52c989670e5ccd8974cf34bacd7b54a8d809aff1a"},
+    {file = "scipy-1.9.1-cp310-cp310-win_amd64.whl", hash = "sha256:8d3faa40ac16c6357aaf7ea50394ea6f1e8e99d75e927a51102b1943b311b4d9"},
+    {file = "scipy-1.9.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:7a412c476a91b080e456229e413792bbb5d6202865dae963d1e6e28c2bb58691"},
+    {file = "scipy-1.9.1-cp38-cp38-macosx_12_0_arm64.whl", hash = "sha256:eb954f5aca4d26f468bbebcdc5448348eb287f7bea536c6306f62ea062f63d9a"},
+    {file = "scipy-1.9.1-cp38-cp38-macosx_12_0_universal2.macosx_10_9_x86_64.whl", hash = "sha256:3c6f5d1d4b9a5e4fe5e14f26ffc9444fc59473bbf8d45dc4a9a15283b7063a72"},
+    {file = "scipy-1.9.1-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:bc4e2c77d4cd015d739e75e74ebbafed59ba8497a7ed0fd400231ed7683497c4"},
+    {file = "scipy-1.9.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0419485dbcd0ed78c0d5bf234c5dd63e86065b39b4d669e45810d42199d49521"},
+    {file = "scipy-1.9.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:34441dfbee5b002f9e15285014fd56e5e3372493c3e64ae297bae2c4b9659f5a"},
+    {file = "scipy-1.9.1-cp38-cp38-win32.whl", hash = "sha256:b97b479f39c7e4aaf807efd0424dec74bbb379108f7d22cf09323086afcd312c"},
+    {file = "scipy-1.9.1-cp38-cp38-win_amd64.whl", hash = "sha256:e8fe305d9d67a81255e06203454729405706907dccbdfcc330b7b3482a6c371d"},
+    {file = "scipy-1.9.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:39ab9240cd215a9349c85ab908dda6d732f7d3b4b192fa05780812495536acc4"},
+    {file = "scipy-1.9.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:71487c503e036740635f18324f62a11f283a632ace9d35933b2b0a04fd898c98"},
+    {file = "scipy-1.9.1-cp39-cp39-macosx_12_0_universal2.macosx_10_9_x86_64.whl", hash = "sha256:3bc1ab68b9a096f368ba06c3a5e1d1d50957a86665fc929c4332d21355e7e8f4"},
+    {file = "scipy-1.9.1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:f7c39f7dbb57cce00c108d06d731f3b0e2a4d3a95c66d96bce697684876ce4d4"},
+    {file = "scipy-1.9.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:47d1a95bd9d37302afcfe1b84c8011377c4f81e33649c5a5785db9ab827a6ade"},
+    {file = "scipy-1.9.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:96d7cf7b25c9f23c59a766385f6370dab0659741699ecc7a451f9b94604938ce"},
+    {file = "scipy-1.9.1-cp39-cp39-win32.whl", hash = "sha256:09412eb7fb60b8f00b328037fd814d25d261066ebc43a1e339cdce4f7502877e"},
+    {file = "scipy-1.9.1-cp39-cp39-win_amd64.whl", hash = "sha256:90c805f30c46cf60f1e76e947574f02954d25e3bb1e97aa8a07bc53aa31cf7d1"},
+    {file = "scipy-1.9.1.tar.gz", hash = "sha256:26d28c468900e6d5fdb37d2812ab46db0ccd22c63baa095057871faa3a498bc9"},
+]
+
+[package.dependencies]
+numpy = ">=1.18.5,<1.25.0"
 
 [[package]]
 name = "scipy"
@@ -1946,4 +2000,4 @@ debug-images = ["matplotlib", "opencv-python-headless"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<3.12"
-content-hash = "03581ee2edc4206465db00851d6754919c677cc0f861e9742bfa8f58ac10faf8"
+content-hash = "050b58e7236aecff40c36d7c3bd399daf0501a6f13d8354cde7b540b2d8e1a5e"
diff --git a/pyproject.toml b/pyproject.toml
index 5eddb964..25d5241c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,7 +42,7 @@ deskew = "deskew.cli:main"
 [tool.poetry.dependencies]
 python = ">=3.8,<3.12"
 numpy = "1.24.2"
-scikit-image = "0.19.3"
+scikit-image = "0.20.0"
 opencv-python-headless = { version = "4.7.0.72", optional = true }
 matplotlib = { version = "3.7.0", optional = true }
 
diff --git a/tests/test_deskew.py b/tests/test_deskew.py
index 010855f6..189ed464 100644
--- a/tests/test_deskew.py
+++ b/tests/test_deskew.py
@@ -43,7 +43,7 @@ def check_image(root_folder, image, name, level=1.0):
 def image_diff(image1: NpNdarrayInt, image2: NpNdarrayInt) -> Tuple[float, NpNdarrayInt]:
     """Do a diff between images."""
 
-    score, diff = structural_similarity(image1, image2, multichannel=True, full=True)
+    score, diff = structural_similarity(image1, image2, multichannel=True, full=True, channel_axis=2)
     diff = (255 - diff * 255).astype("uint8")
     return score, diff