diff --git a/.github/workflows/style.yml b/.github/workflows/style.yml
index 3760d45..32067bb 100644
--- a/.github/workflows/style.yml
+++ b/.github/workflows/style.yml
@@ -22,7 +22,7 @@ jobs:
           architecture: x64
       - name: Run ruff
         run: |
-          pip install ruff
+          pip install ruff==0.1.0
           ruff --version
           ruff check --diff .
 
@@ -47,8 +47,7 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install -e . --upgrade
-          pip install "mypy==1.4.1"
+          pip install -e ".[quality]" --upgrade
       - name: Run mypy
         run: |
           mypy --version
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index f783baa..bf45567 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -32,9 +32,7 @@ jobs:
           python -m pip install --upgrade pip
           pip install -e ".[test]" --upgrade
       - name: Run unittests
-        run: |
-          coverage run -m pytest tests/
-          coverage xml
+        run: pytest --cov=torchcam --cov-report xml tests/ -n auto
       - uses: actions/upload-artifact@v2
         with:
           name: coverage-main
@@ -44,11 +42,10 @@ jobs:
     runs-on: ubuntu-latest
     needs: pytest
     steps:
-      - uses: actions/checkout@v2
       - uses: actions/download-artifact@v2
-      - name: Upload coverage to Codecov
-        uses: codecov/codecov-action@v1
+      - uses: codecov/codecov-action@v3
         with:
+          token: ${{ secrets.CODECOV_TOKEN }}
           flags: unittests
           fail_ci_if_error: true
 
diff --git a/Makefile b/Makefile
index aff274c..3daffc6 100644
--- a/Makefile
+++ b/Makefile
@@ -12,7 +12,7 @@ style:
 
 # Run tests for the library
 test:
-	coverage run -m pytest tests/
+	pytest --cov=torchcam tests/ -n auto
 
 # Build documentation for current version
 single-docs:
diff --git a/pyproject.toml b/pyproject.toml
index 853053a..b5e52f3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,14 +42,16 @@ dependencies = [
 
 [project.optional-dependencies]
 test = [
-    "pytest>=5.3.2",
-    "coverage[toml]>=4.5.4",
     "requests>=2.20.0,<3.0.0",
     "torchvision>=0.15.0,<1.0.0",
+    "pytest>=7.3.2",
+    "pytest-cov>=3.0.0,<5.0.0",
+    "pytest-xdist>=2.0.0,<4.0.0",
+    "pytest-pretty>=1.0.0,<2.0.0",
 ]
 quality = [
-    "ruff>=0.0.290,<1.0.0",
-    "mypy==1.4.1",
+    "ruff==0.1.0",
+    "mypy==1.5.1",
     "black==23.3.0",
     "bandit[toml]>=1.7.0,<1.8.0",
     "pre-commit>=2.17.0,<3.0.0",
@@ -71,13 +73,15 @@ demo = [
 ]
 dev = [
     # test
-    "pytest>=5.3.2",
-    "coverage[toml]>=4.5.4",
     "requests>=2.20.0,<3.0.0",
     "torchvision>=0.15.0,<1.0.0",
+    "pytest>=7.3.2",
+    "pytest-cov>=4.0.0,<5.0.0",
+    "pytest-xdist>=3.0.0,<4.0.0",
+    "pytest-pretty>=1.0.0,<2.0.0",
     # style
-    "ruff>=0.0.290,<1.0.0",
-    "mypy==1.4.1",
+    "ruff==0.1.0",
+    "mypy==1.5.1",
     "black==23.3.0",
     "bandit[toml]>=1.7.0,<1.8.0",
     "pre-commit>=2.17.0,<3.0.0",
@@ -103,8 +107,8 @@ zip-safe = true
 [tool.setuptools.packages.find]
 exclude = ["demo*", "docs*", "notebooks*", "scripts*", "tests*"]
 
-[tool.coverage.run]
-source = ["torchcam"]
+[tool.pytest.ini_options]
+testpaths = ["torchcam/"]
 
 [tool.ruff]
 select = [