diff --git a/Dockerfile b/Dockerfile
index b6a3812..4520318 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,7 +1,7 @@
 # Name: Video2X Dockerfile
 # Creator: K4YT3X
 # Date Created: February 3, 2022
-# Last Modified: August 28, 2022
+# Last Modified: February 9, 2024
 
 # stage 1: build the python components into wheels
 FROM docker.io/nvidia/vulkan:1.3-470 AS builder
@@ -13,10 +13,10 @@ RUN gpg --keyserver=keyserver.ubuntu.com --receive-keys A4B469963BF863CC \
     && gpg --export A4B469963BF863CC > /etc/apt/trusted.gpg.d/cuda.gpg
 RUN apt-get update \
     && apt-get install -y --no-install-recommends \
-        python3.8 python3-pip python3-opencv python3-pil \
-        python3.8-dev libvulkan-dev glslang-dev glslang-tools \
+        python3.9 python3-pip python3-opencv python3-pil \
+        python3.9-dev libvulkan-dev glslang-dev glslang-tools \
         build-essential swig \
-    && pip wheel -w /wheels wheel pdm-pep517 .
+    && python3.9 -m pip wheel -w /wheels wheel pdm-backend '.[all]'
 
 # stage 2: install wheels into the final image
 FROM docker.io/nvidia/vulkan:1.3-470
@@ -33,12 +33,12 @@ COPY --from=builder /wheels /wheels
 COPY . /video2x
 WORKDIR /video2x
 RUN apt-get install -y --no-install-recommends \
-        python3-pip python3.8-dev \
+        python3.9 python3-pip python3.9-dev \
         python3-opencv python3-pil \
         mesa-vulkan-drivers cuda-drivers ffmpeg \
-    && pip install --no-cache-dir --no-index -f /wheels . \
+    && python3.9 -m pip install --no-cache-dir --no-index -f /wheels '.[all]' \
     && apt-get clean \
     && rm -rf /wheels /video2x /var/lib/apt/lists/*
 
 WORKDIR /host
-ENTRYPOINT ["/usr/bin/python3.8", "-m", "video2x"]
+ENTRYPOINT ["/usr/bin/python3.9", "-m", "video2x"]
diff --git a/pdm.lock b/pdm.lock
index 1e9ee30..dec29c4 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -2,47 +2,46 @@
 # It is not intended for manual editing.
 
 [metadata]
-groups = ["default", "lint", "format"]
-cross_platform = true
-static_urls = false
-lock_version = "4.3"
-content_hash = "sha256:bf7c16b4bec1bb6f87d08950af84956da7d171959d2eec4ad40eb988e6d2edc4"
+groups = ["default", "realsr", "anime4k", "realcugan", "waifu2x", "all", "format", "lint", "rife", "srmd"]
+strategy = ["cross_platform", "inherit_metadata"]
+lock_version = "4.4.1"
+content_hash = "sha256:02c1c01f30d2f25c4e24fe93c4973a6e1b53545160316ff62fccef01491f49b0"
 
 [[package]]
 name = "anime4k-python"
-version = "1.0.0"
+version = "1.1.3"
 requires_python = ">=3.7"
 summary = "Python wrapper of Anime4K GLSL shaders achieved with FFmpeg and libplacebo"
+groups = ["all", "anime4k"]
 dependencies = [
-    "ffmpeg>=0.2.0",
+    "ffmpeg-python>=0.2.0",
     "pillow>=9.1.0",
 ]
 files = [
-    {file = "anime4k-python-1.0.0.tar.gz", hash = "sha256:65bf3b6109d4b76b9068f1414f4dc893b4ff8b7579f6ff9004b8342532a647c3"},
-    {file = "anime4k_python-1.0.0-py3-none-any.whl", hash = "sha256:ec433548f460520f75522c7c2e76bb77113c427dcfbd8ef96fc3e825bc4b222c"},
+    {file = "anime4k_python-1.1.3-py3-none-any.whl", hash = "sha256:27c3c3270097b2cf6170661d1cf7449eea269d11fad5ffa18ad4d0d03cf1604a"},
+    {file = "anime4k_python-1.1.3.tar.gz", hash = "sha256:5ee2afb72170e98b9615cc733920c5efadaf93b70bbfb1d222b0af1301ad10d4"},
 ]
 
 [[package]]
 name = "astroid"
-version = "2.15.6"
-requires_python = ">=3.7.2"
+version = "3.0.3"
+requires_python = ">=3.8.0"
 summary = "An abstract syntax tree for Python with inference support."
+groups = ["lint"]
 dependencies = [
-    "lazy-object-proxy>=1.4.0",
     "typing-extensions>=4.0.0; python_version < \"3.11\"",
-    "wrapt<2,>=1.11; python_version < \"3.11\"",
-    "wrapt<2,>=1.14; python_version >= \"3.11\"",
 ]
 files = [
-    {file = "astroid-2.15.6-py3-none-any.whl", hash = "sha256:389656ca57b6108f939cf5d2f9a2a825a3be50ba9d589670f393236e0a03b91c"},
-    {file = "astroid-2.15.6.tar.gz", hash = "sha256:903f024859b7c7687d7a7f3a3f73b17301f8e42dfd9cc9df9d4418172d3e2dbd"},
+    {file = "astroid-3.0.3-py3-none-any.whl", hash = "sha256:92fcf218b89f449cdf9f7b39a269f8d5d617b27be68434912e11e79203963a17"},
+    {file = "astroid-3.0.3.tar.gz", hash = "sha256:4148645659b08b70d72460ed1921158027a9e53ae8b7234149b1400eddacbb93"},
 ]
 
 [[package]]
 name = "black"
-version = "23.7.0"
+version = "24.1.1"
 requires_python = ">=3.8"
 summary = "The uncompromising code formatter."
+groups = ["format", "lint"]
 dependencies = [
     "click>=8.0.0",
     "mypy-extensions>=0.4.3",
@@ -50,39 +49,41 @@ dependencies = [
     "pathspec>=0.9.0",
     "platformdirs>=2",
     "tomli>=1.1.0; python_version < \"3.11\"",
-    "typing-extensions>=3.10.0.0; python_version < \"3.10\"",
+    "typing-extensions>=4.0.1; python_version < \"3.11\"",
 ]
 files = [
-    {file = "black-23.7.0-cp310-cp310-macosx_10_16_arm64.whl", hash = "sha256:5c4bc552ab52f6c1c506ccae05681fab58c3f72d59ae6e6639e8885e94fe2587"},
-    {file = "black-23.7.0-cp310-cp310-macosx_10_16_universal2.whl", hash = "sha256:552513d5cd5694590d7ef6f46e1767a4df9af168d449ff767b13b084c020e63f"},
-    {file = "black-23.7.0-cp310-cp310-macosx_10_16_x86_64.whl", hash = "sha256:86cee259349b4448adb4ef9b204bb4467aae74a386bce85d56ba4f5dc0da27be"},
-    {file = "black-23.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:501387a9edcb75d7ae8a4412bb8749900386eaef258f1aefab18adddea1936bc"},
-    {file = "black-23.7.0-cp310-cp310-win_amd64.whl", hash = "sha256:fb074d8b213749fa1d077d630db0d5f8cc3b2ae63587ad4116e8a436e9bbe995"},
-    {file = "black-23.7.0-cp311-cp311-macosx_10_16_arm64.whl", hash = "sha256:b5b0ee6d96b345a8b420100b7d71ebfdd19fab5e8301aff48ec270042cd40ac2"},
-    {file = "black-23.7.0-cp311-cp311-macosx_10_16_universal2.whl", hash = "sha256:893695a76b140881531062d48476ebe4a48f5d1e9388177e175d76234ca247cd"},
-    {file = "black-23.7.0-cp311-cp311-macosx_10_16_x86_64.whl", hash = "sha256:c333286dc3ddca6fdff74670b911cccedacb4ef0a60b34e491b8a67c833b343a"},
-    {file = "black-23.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:831d8f54c3a8c8cf55f64d0422ee875eecac26f5f649fb6c1df65316b67c8926"},
-    {file = "black-23.7.0-cp311-cp311-win_amd64.whl", hash = "sha256:7f3bf2dec7d541b4619b8ce526bda74a6b0bffc480a163fed32eb8b3c9aed8ad"},
-    {file = "black-23.7.0-cp39-cp39-macosx_10_16_arm64.whl", hash = "sha256:8417dbd2f57b5701492cd46edcecc4f9208dc75529bcf76c514864e48da867d9"},
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-    {file = "black-23.7.0.tar.gz", hash = "sha256:022a582720b0d9480ed82576c920a8c1dde97cc38ff11d8d8859b3bd6ca9eedb"},
+    {file = "black-24.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2588021038bd5ada078de606f2a804cadd0a3cc6a79cb3e9bb3a8bf581325a4c"},
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+    {file = "black-24.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2fa6a0e965779c8f2afb286f9ef798df770ba2b6cee063c650b96adec22c056a"},
+    {file = "black-24.1.1-cp310-cp310-win_amd64.whl", hash = "sha256:5242ecd9e990aeb995b6d03dc3b2d112d4a78f2083e5a8e86d566340ae80fec4"},
+    {file = "black-24.1.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:fc1ec9aa6f4d98d022101e015261c056ddebe3da6a8ccfc2c792cbe0349d48b7"},
+    {file = "black-24.1.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:0269dfdea12442022e88043d2910429bed717b2d04523867a85dacce535916b8"},
+    {file = "black-24.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b3d64db762eae4a5ce04b6e3dd745dcca0fb9560eb931a5be97472e38652a161"},
+    {file = "black-24.1.1-cp311-cp311-win_amd64.whl", hash = "sha256:5d7b06ea8816cbd4becfe5f70accae953c53c0e53aa98730ceccb0395520ee5d"},
+    {file = "black-24.1.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:e2c8dfa14677f90d976f68e0c923947ae68fa3961d61ee30976c388adc0b02c8"},
+    {file = "black-24.1.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a21725862d0e855ae05da1dd25e3825ed712eaaccef6b03017fe0853a01aa45e"},
+    {file = "black-24.1.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:07204d078e25327aad9ed2c64790d681238686bce254c910de640c7cc4fc3aa6"},
+    {file = "black-24.1.1-cp312-cp312-win_amd64.whl", hash = "sha256:a83fe522d9698d8f9a101b860b1ee154c1d25f8a82ceb807d319f085b2627c5b"},
+    {file = "black-24.1.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:34afe9da5056aa123b8bfda1664bfe6fb4e9c6f311d8e4a6eb089da9a9173bf9"},
+    {file = "black-24.1.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:854c06fb86fd854140f37fb24dbf10621f5dab9e3b0c29a690ba595e3d543024"},
+    {file = "black-24.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3897ae5a21ca132efa219c029cce5e6bfc9c3d34ed7e892113d199c0b1b444a2"},
+    {file = "black-24.1.1-cp39-cp39-win_amd64.whl", hash = "sha256:ecba2a15dfb2d97105be74bbfe5128bc5e9fa8477d8c46766505c1dda5883aac"},
+    {file = "black-24.1.1-py3-none-any.whl", hash = "sha256:5cdc2e2195212208fbcae579b931407c1fa9997584f0a415421748aeafff1168"},
+    {file = "black-24.1.1.tar.gz", hash = "sha256:48b5760dcbfe5cf97fd4fba23946681f3a81514c6ab8a45b50da67ac8fbc6c7b"},
 ]
 
 [[package]]
 name = "click"
-version = "8.1.6"
+version = "8.1.7"
 requires_python = ">=3.7"
 summary = "Composable command line interface toolkit"
+groups = ["format", "lint"]
 dependencies = [
     "colorama; platform_system == \"Windows\"",
 ]
 files = [
-    {file = "click-8.1.6-py3-none-any.whl", hash = "sha256:fa244bb30b3b5ee2cae3da8f55c9e5e0c0e86093306301fb418eb9dc40fbded5"},
-    {file = "click-8.1.6.tar.gz", hash = "sha256:48ee849951919527a045bfe3bf7baa8a959c423134e1a5b98c05c20ba75a1cbd"},
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
 ]
 
 [[package]]
@@ -90,6 +91,8 @@ name = "colorama"
 version = "0.4.6"
 requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 summary = "Cross-platform colored terminal text."
+groups = ["default", "format", "lint"]
+marker = "sys_platform == \"win32\" or platform_system == \"Windows\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -97,34 +100,30 @@ files = [
 
 [[package]]
 name = "dill"
-version = "0.3.7"
-requires_python = ">=3.7"
+version = "0.3.8"
+requires_python = ">=3.8"
 summary = "serialize all of Python"
+groups = ["lint"]
 files = [
-    {file = "dill-0.3.7-py3-none-any.whl", hash = "sha256:76b122c08ef4ce2eedcd4d1abd8e641114bfc6c2867f49f3c41facf65bf19f5e"},
-    {file = "dill-0.3.7.tar.gz", hash = "sha256:cc1c8b182eb3013e24bd475ff2e9295af86c1a38eb1aff128dac8962a9ce3c03"},
+    {file = "dill-0.3.8-py3-none-any.whl", hash = "sha256:c36ca9ffb54365bdd2f8eb3eff7d2a21237f8452b57ace88b1ac615b7e815bd7"},
+    {file = "dill-0.3.8.tar.gz", hash = "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca"},
 ]
 
 [[package]]
 name = "evdev"
 version = "1.6.1"
 summary = "Bindings to the Linux input handling subsystem"
+groups = ["default"]
+marker = "\"linux\" in sys_platform"
 files = [
     {file = "evdev-1.6.1.tar.gz", hash = "sha256:299db8628cc73b237fc1cc57d3c2948faa0756e2a58b6194b5bf81dc2081f1e3"},
 ]
 
-[[package]]
-name = "ffmpeg"
-version = "1.4"
-summary = "ffmpeg python package url [https://github.com/jiashaokun/ffmpeg]"
-files = [
-    {file = "ffmpeg-1.4.tar.gz", hash = "sha256:6931692c890ff21d39938433c2189747815dca0c60ddc7f9bb97f199dba0b5b9"},
-]
-
 [[package]]
 name = "ffmpeg-python"
 version = "0.2.0"
 summary = "Python bindings for FFmpeg - with complex filtering support"
+groups = ["all", "anime4k", "default"]
 dependencies = [
     "future",
 ]
@@ -135,17 +134,18 @@ files = [
 
 [[package]]
 name = "flake8"
-version = "6.1.0"
+version = "7.0.0"
 requires_python = ">=3.8.1"
 summary = "the modular source code checker: pep8 pyflakes and co"
+groups = ["lint"]
 dependencies = [
     "mccabe<0.8.0,>=0.7.0",
     "pycodestyle<2.12.0,>=2.11.0",
-    "pyflakes<3.2.0,>=3.1.0",
+    "pyflakes<3.3.0,>=3.2.0",
 ]
 files = [
-    {file = "flake8-6.1.0-py2.py3-none-any.whl", hash = "sha256:ffdfce58ea94c6580c77888a86506937f9a1a227dfcd15f245d694ae20a6b6e5"},
-    {file = "flake8-6.1.0.tar.gz", hash = "sha256:d5b3857f07c030bdb5bf41c7f53799571d75c4491748a3adcd47de929e34cd23"},
+    {file = "flake8-7.0.0-py2.py3-none-any.whl", hash = "sha256:a6dfbb75e03252917f2473ea9653f7cd799c3064e54d4c8140044c5c065f53c3"},
+    {file = "flake8-7.0.0.tar.gz", hash = "sha256:33f96621059e65eec474169085dc92bf26e7b2d47366b70be2f67ab80dc25132"},
 ]
 
 [[package]]
@@ -153,6 +153,7 @@ name = "flake8-black"
 version = "0.3.6"
 requires_python = ">=3.7"
 summary = "flake8 plugin to call black as a code style validator"
+groups = ["lint"]
 dependencies = [
     "black>=22.1.0",
     "flake8>=3",
@@ -165,16 +166,17 @@ files = [
 
 [[package]]
 name = "flake8-isort"
-version = "6.0.0"
-requires_python = ">=3.7"
-summary = "flake8 plugin that integrates isort ."
+version = "6.1.1"
+requires_python = ">=3.8"
+summary = "flake8 plugin that integrates isort"
+groups = ["lint"]
 dependencies = [
     "flake8",
     "isort<6,>=5.0.0",
 ]
 files = [
-    {file = "flake8-isort-6.0.0.tar.gz", hash = "sha256:537f453a660d7e903f602ecfa36136b140de279df58d02eb1b6a0c84e83c528c"},
-    {file = "flake8_isort-6.0.0-py3-none-any.whl", hash = "sha256:aa0cac02a62c7739e370ce6b9c31743edac904bae4b157274511fc8a19c75bbc"},
+    {file = "flake8_isort-6.1.1-py3-none-any.whl", hash = "sha256:0fec4dc3a15aefbdbe4012e51d5531a2eb5fa8b981cdfbc882296a59b54ede12"},
+    {file = "flake8_isort-6.1.1.tar.gz", hash = "sha256:c1f82f3cf06a80c13e1d09bfae460e9666255d5c780b859f19f8318d420370b3"},
 ]
 
 [[package]]
@@ -182,62 +184,35 @@ name = "future"
 version = "0.18.3"
 requires_python = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 summary = "Clean single-source support for Python 3 and 2"
+groups = ["all", "anime4k", "default"]
 files = [
     {file = "future-0.18.3.tar.gz", hash = "sha256:34a17436ed1e96697a86f9de3d15a3b0be01d8bc8de9c1dffd59fb8234ed5307"},
 ]
 
 [[package]]
 name = "isort"
-version = "5.12.0"
+version = "5.13.2"
 requires_python = ">=3.8.0"
 summary = "A Python utility / library to sort Python imports."
+groups = ["format", "lint"]
 files = [
-    {file = "isort-5.12.0-py3-none-any.whl", hash = "sha256:f84c2818376e66cf843d497486ea8fed8700b340f308f076c6fb1229dff318b6"},
-    {file = "isort-5.12.0.tar.gz", hash = "sha256:8bef7dde241278824a6d83f44a544709b065191b95b6e50894bdc722fcba0504"},
-]
-
-[[package]]
-name = "lazy-object-proxy"
-version = "1.9.0"
-requires_python = ">=3.7"
-summary = "A fast and thorough lazy object proxy."
-files = [
-    {file = "lazy-object-proxy-1.9.0.tar.gz", hash = "sha256:659fb5809fa4629b8a1ac5106f669cfc7bef26fbb389dda53b3e010d1ac4ebae"},
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 requires_python = ">=3.8"
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+groups = ["default"]
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 version = "1.0.0"
 requires_python = ">=3.5"
 summary = "Type system extensions for programs checked with the mypy type checker."
+groups = ["format", "lint"]
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+groups = ["lint"]
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     "dill>=0.3.6; python_version >= \"3.11\"",
-    "isort<6,>=4.2.5",
+    "dill>=0.3.7; python_version >= \"3.12\"",
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 [[package]]
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 summary = "Monitor and control user input devices"
+groups = ["default"]
 dependencies = [
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@@ -513,80 +521,103 @@ files = [
 
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+version = "10.1"
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 version = "0.33"
 summary = "Python X Library"
+groups = ["default"]
+marker = "\"linux\" in sys_platform"
 dependencies = [
     "six>=1.10.0",
 ]
@@ -600,6 +631,7 @@ name = "realcugan-ncnn-vulkan-python"
 version = "1.0.2"
 requires_python = ">=3.6"
 summary = "A Python FFI of nihui/realcugan-ncnn-vulkan achieved with SWIG"
+groups = ["all", "realcugan"]
 dependencies = [
     "pillow",
 ]
@@ -612,6 +644,7 @@ name = "realsr-ncnn-vulkan-python"
 version = "1.0.6"
 requires_python = ">=3.6"
 summary = "A Python FFI of nihui/realsr-ncnn-vulkan achieved with SWIG"
+groups = ["all", "realsr"]
 dependencies = [
     "pillow",
 ]
@@ -621,16 +654,17 @@ files = [
 
 [[package]]
 name = "rich"
-version = "13.5.2"
+version = "13.7.0"
 requires_python = ">=3.7.0"
 summary = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+groups = ["default"]
 dependencies = [
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 [[package]]
@@ -638,6 +672,7 @@ name = "rife-ncnn-vulkan-python"
 version = "1.2.1"
 requires_python = ">=3.6"
 summary = "A Python FFI of nihui/rife-ncnn-vulkan achieved with SWIG"
+groups = ["all", "rife"]
 dependencies = [
     "pillow",
 ]
@@ -650,6 +685,7 @@ name = "six"
 version = "1.16.0"
 requires_python = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 summary = "Python 2 and 3 compatibility utilities"
+groups = ["default"]
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 version = "1.0.2"
 requires_python = ">=3.6"
 summary = "A Python FFI of nihui/srmd-ncnn-vulkan achieved with SWIG"
+groups = ["all", "srmd"]
 dependencies = [
     "pillow",
 ]
@@ -672,6 +709,8 @@ name = "tomli"
 version = "2.0.1"
 requires_python = ">=3.7"
 summary = "A lil' TOML parser"
+groups = ["format", "lint"]
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@@ -679,22 +718,25 @@ files = [
 
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-requires_python = ">=3.7"
-summary = "Backported and Experimental Type Hints for Python 3.7+"
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+summary = "Backported and Experimental Type Hints for Python 3.8+"
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 version = "1.0.4"
 requires_python = ">=3.6"
 summary = "A Python FFI of nihui/waifu2x-ncnn-vulkan achieved with SWIG"
+groups = ["all", "waifu2x"]
 dependencies = [
     "pillow",
 ]
@@ -714,47 +757,9 @@ name = "win32-setctime"
 version = "1.1.0"
 requires_python = ">=3.5"
 summary = "A small Python utility to set file creation time on Windows"
+groups = ["default"]
+marker = "sys_platform == \"win32\""
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diff --git a/pyproject.toml b/pyproject.toml
index 79fd313..8dad424 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,10 +18,10 @@ classifiers = [
   "License :: OSI Approved :: GNU Affero General Public License v3",
   "Operating System :: OS Independent",
   "Programming Language :: Python :: 3",
+  "Programming Language :: Python :: 3.9",
   "Programming Language :: Python :: 3.10",
   "Programming Language :: Python :: 3.11",
   "Programming Language :: Python :: 3.12",
-  "Programming Language :: Python :: 3.9",
   "Programming Language :: Python",
   "Topic :: Multimedia :: Video",
   "Topic :: Scientific/Engineering :: Artificial Intelligence",
@@ -30,10 +30,11 @@ classifiers = [
 dependencies = [
   "ffmpeg-python>=0.2.0",
   "loguru>=0.6.0",
-  "opencv-python==4.5.5.64",
+  "opencv-python>=4.9.0.80",
   "pillow>=9.1.0",
   "pynput>=1.7.6",
   "rich>=12.0.0",
+  "numpy>=1.26.4",
 ]
 dynamic = ["version"]
 
@@ -44,14 +45,14 @@ all = [
   "realsr-ncnn-vulkan-python>=1.0.6",
   "rife-ncnn-vulkan-python>=1.2.1",
   "realcugan-ncnn-vulkan-python>=1.0.2",
-  "anime4k-python>=1.0.0",
+  "anime4k-python>=1.1.3",
 ]
 waifu2x = ["waifu2x-ncnn-vulkan-python>=1.0.4"]
 srmd = ["srmd-ncnn-vulkan-python>=1.0.2"]
 realsr = ["realsr-ncnn-vulkan-python>=1.0.6"]
 rife = ["rife-ncnn-vulkan-python>=1.2.1"]
 realcugan = ["realcugan-ncnn-vulkan-python>=1.0.2"]
-anime4k = ["anime4k-python>=1.0.0"]
+anime4k = ["anime4k-python>=1.1.3"]
 
 [project.urls]
 homepage = "https://github.com/k4yt3x/video2x/"
@@ -70,16 +71,13 @@ version = { source = "file", path = "video2x/__init__.py" }
 
 [tool.pdm.dev-dependencies]
 lint = [
-    "flake8>=6.1.0",
-    "flake8-black>=0.3.6",
-    "flake8-isort>=6.0.0",
-    "pylint>=2.17.5",
-    "pylint-venv>=3.0.2",
-]
-format = [
-    "black>=23.7.0",
-    "isort>=5.12.0",
+  "flake8>=6.1.0",
+  "flake8-black>=0.3.6",
+  "flake8-isort>=6.0.0",
+  "pylint>=2.17.5",
+  "pylint-venv>=3.0.2",
 ]
+format = ["black>=23.7.0", "isort>=5.12.0"]
 
 [build-system]
 requires = ["pdm-backend"]
diff --git a/video2x/video2x.py b/video2x/video2x.py
index 240ff79..325c2f1 100755
--- a/video2x/video2x.py
+++ b/video2x/video2x.py
@@ -42,8 +42,8 @@ from multiprocessing import Manager, Pool, Queue, Value
 from pathlib import Path
 from typing import Callable, Optional
 
+import cv2
 import ffmpeg
-from cv2 import cv2
 from loguru import logger
 from rich.console import Console
 from rich.file_proxy import FileProxy