diff --git a/.github/workflows/ci-unittests.yml b/.github/workflows/ci-unittests.yml
index cdd6ee68..57562dd4 100644
--- a/.github/workflows/ci-unittests.yml
+++ b/.github/workflows/ci-unittests.yml
@@ -82,7 +82,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.8","3.9","3.10","3.11"]
+        python-version: ["3.8","3.9","3.10","3.11","3.12"]
         # Extras for included, optional plugin support (space-separated lists)
         opt-extra: [
             "",  # no extras
diff --git a/docs/release_notes/pending_release.rst b/docs/release_notes/pending_release.rst
index bcf0d2df..98873943 100644
--- a/docs/release_notes/pending_release.rst
+++ b/docs/release_notes/pending_release.rst
@@ -8,6 +8,8 @@ CI/CD
 
 * Changed CodeCov version from v3 to v4.
 
+* Add python 3.12 to test matrix
+
 Docker
 
 * Update Dockerfile install of poetry, and make separate & specific directory
diff --git a/poetry.lock b/poetry.lock
index 76176e16..51c74116 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "affine"
@@ -507,6 +507,7 @@ files = [
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+    {file = "contourpy-1.1.0-cp310-cp310-win32.whl", hash = "sha256:9b2dd2ca3ac561aceef4c7c13ba654aaa404cf885b187427760d7f7d4c57cff8"},
     {file = "contourpy-1.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:1f795597073b09d631782e7245016a4323cf1cf0b4e06eef7ea6627e06a37ff2"},
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@@ -515,6 +516,7 @@ files = [
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     {file = "contourpy-1.1.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:181cbace49874f4358e2929aaf7ba84006acb76694102e88dd15af861996c16e"},
+    {file = "contourpy-1.1.0-cp311-cp311-win32.whl", hash = "sha256:edb989d31065b1acef3828a3688f88b2abb799a7db891c9e282df5ec7e46221b"},
     {file = "contourpy-1.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:fb3b7d9e6243bfa1efb93ccfe64ec610d85cfe5aec2c25f97fbbd2e58b531256"},
     {file = "contourpy-1.1.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:bcb41692aa09aeb19c7c213411854402f29f6613845ad2453d30bf421fe68fed"},
     {file = "contourpy-1.1.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:5d123a5bc63cd34c27ff9c7ac1cd978909e9c71da12e05be0231c608048bb2ae"},
@@ -523,6 +525,7 @@ files = [
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     {file = "contourpy-1.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d551f3a442655f3dcc1285723f9acd646ca5858834efeab4598d706206b09c9f"},
     {file = "contourpy-1.1.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:e7a117ce7df5a938fe035cad481b0189049e8d92433b4b33aa7fc609344aafa1"},
+    {file = "contourpy-1.1.0-cp38-cp38-win32.whl", hash = "sha256:108dfb5b3e731046a96c60bdc46a1a0ebee0760418951abecbe0fc07b5b93b27"},
     {file = "contourpy-1.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:d4f26b25b4f86087e7d75e63212756c38546e70f2a92d2be44f80114826e1cd4"},
     {file = "contourpy-1.1.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:bc00bb4225d57bff7ebb634646c0ee2a1298402ec10a5fe7af79df9a51c1bfd9"},
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@@ -531,6 +534,7 @@ files = [
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     {file = "contourpy-1.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e94bef2580e25b5fdb183bf98a2faa2adc5b638736b2c0a4da98691da641316a"},
     {file = "contourpy-1.1.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:ed614aea8462735e7d70141374bd7650afd1c3f3cb0c2dbbcbe44e14331bf002"},
+    {file = "contourpy-1.1.0-cp39-cp39-win32.whl", hash = "sha256:71551f9520f008b2950bef5f16b0e3587506ef4f23c734b71ffb7b89f8721999"},
     {file = "contourpy-1.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:438ba416d02f82b692e371858143970ed2eb6337d9cdbbede0d8ad9f3d7dd17d"},
     {file = "contourpy-1.1.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:a698c6a7a432789e587168573a864a7ea374c6be8d4f31f9d87c001d5a843493"},
     {file = "contourpy-1.1.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:397b0ac8a12880412da3551a8cb5a187d3298a72802b45a3bd1805e204ad8439"},
@@ -943,13 +947,13 @@ files = [
 
 [[package]]
 name = "imageio"
-version = "2.31.1"
+version = "2.34.1"
 description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "imageio-2.31.1-py3-none-any.whl", hash = "sha256:4106fb395ef7f8dc0262d6aa1bb03daba818445c381ca8b7d5dfc7a2089b04df"},
-    {file = "imageio-2.31.1.tar.gz", hash = "sha256:f8436a02af02fd63f272dab50f7d623547a38f0e04a4a73e2b02ae1b8b180f27"},
+    {file = "imageio-2.34.1-py3-none-any.whl", hash = "sha256:408c1d4d62f72c9e8347e7d1ca9bc11d8673328af3913868db3b828e28b40a4c"},
+    {file = "imageio-2.34.1.tar.gz", hash = "sha256:f13eb76e4922f936ac4a7fec77ce8a783e63b93543d4ea3e40793a6cabd9ac7d"},
 ]
 
 [package.dependencies]
@@ -957,17 +961,18 @@ numpy = "*"
 pillow = ">=8.3.2"
 
 [package.extras]
-all-plugins = ["astropy", "av", "imageio-ffmpeg", "psutil", "tifffile"]
-all-plugins-pypy = ["av", "imageio-ffmpeg", "psutil", "tifffile"]
+all-plugins = ["astropy", "av", "imageio-ffmpeg", "pillow-heif", "psutil", "tifffile"]
+all-plugins-pypy = ["av", "imageio-ffmpeg", "pillow-heif", "psutil", "tifffile"]
 build = ["wheel"]
 dev = ["black", "flake8", "fsspec[github]", "pytest", "pytest-cov"]
 docs = ["numpydoc", "pydata-sphinx-theme", "sphinx (<6)"]
 ffmpeg = ["imageio-ffmpeg", "psutil"]
 fits = ["astropy"]
-full = ["astropy", "av", "black", "flake8", "fsspec[github]", "gdal", "imageio-ffmpeg", "itk", "numpydoc", "psutil", "pydata-sphinx-theme", "pytest", "pytest-cov", "sphinx (<6)", "tifffile", "wheel"]
+full = ["astropy", "av", "black", "flake8", "fsspec[github]", "gdal", "imageio-ffmpeg", "itk", "numpydoc", "pillow-heif", "psutil", "pydata-sphinx-theme", "pytest", "pytest-cov", "sphinx (<6)", "tifffile", "wheel"]
 gdal = ["gdal"]
 itk = ["itk"]
 linting = ["black", "flake8"]
+pillow-heif = ["pillow-heif"]
 pyav = ["av"]
 test = ["fsspec[github]", "pytest", "pytest-cov"]
 tifffile = ["tifffile"]
@@ -1824,18 +1829,22 @@ tests-strict = ["coverage (==5.3.1)", "pytest (==6.2.5)", "pytest-cov (==2.0.0)"
 
 [[package]]
 name = "lazy-loader"
-version = "0.2"
-description = "lazy_loader"
+version = "0.4"
+description = "Makes it easy to load subpackages and functions on demand."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "lazy_loader-0.2-py3-none-any.whl", hash = "sha256:c35875f815c340f823ce3271ed645045397213f961b40ad0c0d395c3f5218eeb"},
-    {file = "lazy_loader-0.2.tar.gz", hash = "sha256:0edc7a5175c400acb108f283749951fefdadedeb00adcec6e88b974a9254f18a"},
+    {file = "lazy_loader-0.4-py3-none-any.whl", hash = "sha256:342aa8e14d543a154047afb4ba8ef17f5563baad3fc610d7b15b213b0f119efc"},
+    {file = "lazy_loader-0.4.tar.gz", hash = "sha256:47c75182589b91a4e1a85a136c074285a5ad4d9f39c63e0d7fb76391c4574cd1"},
 ]
 
+[package.dependencies]
+packaging = "*"
+
 [package.extras]
-lint = ["pre-commit (>=3.1)"]
-test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
+dev = ["changelist (==0.5)"]
+lint = ["pre-commit (==3.7.0)"]
+test = ["pytest (>=7.4)", "pytest-cov (>=4.1)"]
 
 [[package]]
 name = "lit"
@@ -1889,6 +1898,16 @@ files = [
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@@ -2337,6 +2356,51 @@ files = [
     {file = "numpy-1.24.3.tar.gz", hash = "sha256:ab344f1bf21f140adab8e47fdbc7c35a477dc01408791f8ba00d018dd0bc5155"},
 ]
 
+[[package]]
+name = "numpy"
+version = "1.26.4"
+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = ">=3.9"
+files = [
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+
+[package.dependencies]
+numpy = ">=1.17.3,<1.25.0"
+
+[[package]]
+name = "scipy"
+version = "1.13.0"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
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+    {file = "scipy-1.13.0.tar.gz", hash = "sha256:58569af537ea29d3f78e5abd18398459f195546bb3be23d16677fb26616cc11e"},
 ]
 
 [package.dependencies]
-numpy = ">=1.18.5,<1.26.0"
+numpy = ">=1.22.4,<2.3"
 
 [package.extras]
-dev = ["flake8", "mypy", "pycodestyle", "typing_extensions"]
-doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-panels (>=0.5.2)", "sphinx-tabs"]
-test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pydevtool", "rich-click", "ruff", "types-psutil", "typing_extensions"]
+doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.12.0)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0)", "sphinx-design (>=0.4.0)"]
+test = ["array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "scriptconfig"
@@ -4578,4 +4766,4 @@ tools = ["kwcoco", "matplotlib"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8"
-content-hash = "4d917e7a30be53b44ac992d52e34f50fd25fadf40837f4d12b1531afecb77288"
+content-hash = "74a5bb6053ea2f58aeb1fff1c6bd865e94e2380e85f56648a51a09838dfc1547"
diff --git a/pyproject.toml b/pyproject.toml
index 2916b36f..95c6a0b7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,22 +29,33 @@ classifiers = [
         'Programming Language :: Python :: 3.9',
         'Programming Language :: Python :: 3.10',
         'Programming Language :: Python :: 3.11',
+        'Programming Language :: Python :: 3.12',
 ]
 
 [tool.poetry.dependencies]
 python = "^3.8"
-numpy = ">=1.22"
+numpy = [
+    {version = ">=1.22,<1.26", python = ">=3.8,<3.12"},
+    {version = ">=1.26", python = ">=3.12"}
+]
 scikit-image = [
     # Hinge because minimum support 0.20.0 for py3.11
     { version = ">=0.18.1", python = "<3.11" },
-    { version = ">=0.20.0", python = ">=3.11" }
+    { version = ">=0.20.0", python = ">=3.11, <3.12" },
+    { version = ">=0.22.0", python = ">=3.12" }
+]
+scikit-learn = [
+    {version = ">=1.2, <1.4", python = ">=3.8,<3.12"},
+    {version = ">=1.4", python = ">=3.12"}
 ]
-scikit-learn = ">=1.2"
 smqtk-classifier = ">=0.17.0"
 smqtk-core = ">=0.18.0"
 smqtk-descriptors = ">=0.16.0"
 smqtk-detection = ">=0.19.0"
-scipy = ">=1.8.1"
+scipy = [
+    {version = ">=1.8.1,<1.9", python = ">=3.8,<3.11"},
+    {version = ">=1.9", python = "^3.11"}
+]
 click = ">=8.0.3"
 setuptools = "*"
 # Optionals for "example" extra