diff --git a/src/ocrmypdf/api.py b/src/ocrmypdf/api.py
index f0dd1e85..c731d25c 100644
--- a/src/ocrmypdf/api.py
+++ b/src/ocrmypdf/api.py
@@ -210,7 +210,7 @@ def create_options(
     return options
 
 
-def ocr(  # noqa: ruff: disable=D417
+def ocr(  # noqa: D417
     input_file: PathOrIO,
     output_file: PathOrIO,
     *,
diff --git a/src/ocrmypdf/imageops.py b/src/ocrmypdf/imageops.py
index 217675a2..fd23202c 100644
--- a/src/ocrmypdf/imageops.py
+++ b/src/ocrmypdf/imageops.py
@@ -7,7 +7,7 @@ from __future__ import annotations
 
 import logging
 from math import floor, sqrt
-from typing import Optional, Tuple
+from typing import Optional
 
 from PIL import Image
 
@@ -43,13 +43,13 @@ def bytes_per_pixel(mode: str) -> int:
 
 
 def _calculate_downsample(
-    image_size: Tuple[int, int],
+    image_size: tuple[int, int],
     bytes_per_pixel: int,
     *,
-    max_size: Optional[Tuple[int, int]] = None,
+    max_size: Optional[tuple[int, int]] = None,
     max_pixels: Optional[int] = None,
     max_bytes: Optional[int] = None,
-) -> Tuple[int, int]:
+) -> tuple[int, int]:
     """Calculate image size required to downsample an image to fit limits.
 
     If no limit is exceeded, the input image's size is returned.
@@ -106,10 +106,10 @@ def _calculate_downsample(
 def calculate_downsample(
     image: Image.Image,
     *,
-    max_size: Optional[Tuple[int, int]] = None,
+    max_size: Optional[tuple[int, int]] = None,
     max_pixels: Optional[int] = None,
     max_bytes: Optional[int] = None,
-) -> Tuple[int, int]:
+) -> tuple[int, int]:
     """Calculate image size required to downsample an image to fit limits.
 
     If no limit is exceeded, the input image's size is returned.
diff --git a/src/ocrmypdf/pluginspec.py b/src/ocrmypdf/pluginspec.py
index e217010c..6078355e 100644
--- a/src/ocrmypdf/pluginspec.py
+++ b/src/ocrmypdf/pluginspec.py
@@ -7,10 +7,10 @@ from __future__ import annotations
 
 from abc import ABC, abstractmethod
 from argparse import ArgumentParser, Namespace
-from collections.abc import Sequence
+from collections.abc import Sequence, Set
 from logging import Handler
 from pathlib import Path
-from typing import TYPE_CHECKING, AbstractSet, NamedTuple
+from typing import TYPE_CHECKING, NamedTuple
 
 import pluggy
 
@@ -406,7 +406,7 @@ class OcrEngine(ABC):
 
     @staticmethod
     @abstractmethod
-    def languages(options: Namespace) -> AbstractSet[str]:
+    def languages(options: Namespace) -> Set[str]:
         """Returns the set of all languages that are supported by the engine.
 
         Languages are typically given in 3-letter ISO 3166-1 codes, but actually