diff --git a/MANIFEST.in b/MANIFEST.in
deleted file mode 100644
index b2cc4f50..00000000
--- a/MANIFEST.in
+++ /dev/null
@@ -1 +0,0 @@
-include README.md LICENSE requirements.txt
diff --git a/pyproject.toml b/pyproject.toml
index e69de29b..06624560 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -0,0 +1,54 @@
+[build-system]
+requires = ['setuptools>=61']
+build-backend = 'setuptools.build_meta'
+
+[project]
+name = 'segmentation_models_pytorch'
+description = 'Image segmentation models with pre-trained backbones. PyTorch.'
+readme = 'README.md'
+requires-python = '>=3.9'
+license = {file = 'LICENSE'}
+authors = [{name = 'Pavel Iakubovskii', email = 'qubvel@gmail.com'}]
+classifiers = [
+    'License :: OSI Approved :: MIT License',
+    'Programming Language :: Python',
+    'Programming Language :: Python :: 3',
+    'Programming Language :: Python :: Implementation :: CPython',
+    'Programming Language :: Python :: Implementation :: PyPy',
+]
+dependencies = [
+    'efficientnet-pytorch==0.7.1',
+    'huggingface-hub>=0.24.6',
+    'numpy',
+    'pillow',
+    'pretrainedmodels==0.7.4',
+    'six',
+    'timm==0.9.7',
+    'torch',
+    'torchvision>=0.5',
+    'tqdm',
+]
+dynamic = ['version']
+
+[project.optional-dependencies]
+docs = [
+    'autodocsumm',
+    'huggingface-hub',
+    'six==1.15.0',
+    'sphinx<7',
+    'sphinx-book-theme==1.1.2',
+]
+test = [
+    'mock',
+    'pytest',
+    'ruff==0.5.2',
+]
+
+[project.urls]
+Homepage = 'https://github.com/qubvel-org/segmentation_models.pytorch'
+
+[tool.setuptools.dynamic]
+version = {attr = 'segmentation_models_pytorch.__version__.__version__'}
+
+[tool.setuptools.packages.find]
+include = ['segmentation_models_pytorch*']
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 301b9b83..00000000
--- a/setup.py
+++ /dev/null
@@ -1,126 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-# Note: To use the 'upload' functionality of this file, you must:
-#   $ pip install twine
-
-import io
-import os
-import sys
-from shutil import rmtree
-
-from setuptools import find_packages, setup, Command
-
-# Package meta-data.
-NAME = "segmentation_models_pytorch"
-DESCRIPTION = "Image segmentation models with pre-trained backbones. PyTorch."
-URL = "https://github.com/qubvel/segmentation_models.pytorch"
-EMAIL = "qubvel@gmail.com"
-AUTHOR = "Pavel Iakubovskii"
-REQUIRES_PYTHON = ">=3.9.0"
-VERSION = None
-
-# The rest you shouldn't have to touch too much :)
-# ------------------------------------------------
-# Except, perhaps the License and Trove Classifiers!
-# If you do change the License, remember to change the Trove Classifier for that!
-
-here = os.path.abspath(os.path.dirname(__file__))
-
-# What packages are required for this module to be executed?
-try:
-    with open(os.path.join(here, "requirements.txt"), encoding="utf-8") as f:
-        REQUIRED = f.read().split("\n")
-except Exception:
-    REQUIRED = []
-
-# What packages are optional?
-EXTRAS = {"test": ["pytest", "mock", "ruff==0.5.2"]}
-
-# Import the README and use it as the long-description.
-# Note: this will only work if 'README.md' is present in your MANIFEST.in file!
-try:
-    with io.open(os.path.join(here, "README.md"), encoding="utf-8") as f:
-        long_description = "\n" + f.read()
-except FileNotFoundError:
-    long_description = DESCRIPTION
-
-# Load the package's __version__.py module as a dictionary.
-about = {}
-if not VERSION:
-    with open(os.path.join(here, NAME, "__version__.py")) as f:
-        exec(f.read(), about)
-else:
-    about["__version__"] = VERSION
-
-
-class UploadCommand(Command):
-    """Support setup.py upload."""
-
-    description = "Build and publish the package."
-    user_options = []
-
-    @staticmethod
-    def status(s):
-        """Prints things in bold."""
-        print(s)
-
-    def initialize_options(self):
-        pass
-
-    def finalize_options(self):
-        pass
-
-    def run(self):
-        try:
-            self.status("Removing previous builds...")
-            rmtree(os.path.join(here, "dist"))
-        except OSError:
-            pass
-
-        self.status("Building Source and Wheel (universal) distribution...")
-        os.system("{0} setup.py sdist bdist_wheel --universal".format(sys.executable))
-
-        self.status("Uploading the package to PyPI via Twine...")
-        os.system("twine upload dist/*")
-
-        self.status("Pushing git tags...")
-        os.system("git tag v{0}".format(about["__version__"]))
-        os.system("git push --tags")
-
-        sys.exit()
-
-
-# Where the magic happens:
-setup(
-    name=NAME,
-    version=about["__version__"],
-    description=DESCRIPTION,
-    long_description=long_description,
-    long_description_content_type="text/markdown",
-    author=AUTHOR,
-    author_email=EMAIL,
-    python_requires=REQUIRES_PYTHON,
-    url=URL,
-    packages=find_packages(exclude=("tests", "docs", "images")),
-    # If your package is a single module, use this instead of 'packages':
-    # py_modules=['mypackage'],
-    # entry_points={
-    #     'console_scripts': ['mycli=mymodule:cli'],
-    # },
-    install_requires=REQUIRED,
-    extras_require=EXTRAS,
-    include_package_data=True,
-    license="MIT",
-    classifiers=[
-        # Trove classifiers
-        # Full list: https://pypi.python.org/pypi?%3Aaction=list_classifiers
-        "License :: OSI Approved :: MIT License",
-        "Programming Language :: Python",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: Implementation :: CPython",
-        "Programming Language :: Python :: Implementation :: PyPy",
-    ],
-    # $ setup.py publish support.
-    cmdclass={"upload": UploadCommand},
-)