diff --git a/stubs/Pillow/PIL/ExifTags.pyi b/stubs/Pillow/PIL/ExifTags.pyi
index ba948a15d..0ad93f535 100644
--- a/stubs/Pillow/PIL/ExifTags.pyi
+++ b/stubs/Pillow/PIL/ExifTags.pyi
@@ -1,4 +1,4 @@
-from typing import Any
+from typing import Mapping
 
-TAGS: Any
-GPSTAGS: Any
+TAGS: Mapping[int, str]
+GPSTAGS: Mapping[int, str]
diff --git a/stubs/Pillow/PIL/Image.pyi b/stubs/Pillow/PIL/Image.pyi
index aff63603e..f5313db9c 100644
--- a/stubs/Pillow/PIL/Image.pyi
+++ b/stubs/Pillow/PIL/Image.pyi
@@ -1,7 +1,7 @@
 from _typeshed import SupportsRead, SupportsWrite
 from collections.abc import Iterable, Iterator, MutableMapping
 from pathlib import Path
-from typing import Any, Dict, Protocol, Tuple, Union
+from typing import Any, Callable, Dict, Protocol, Sequence, SupportsBytes, Tuple, Union
 from typing_extensions import Literal
 
 from ._imaging import (
@@ -11,9 +11,13 @@ from ._imaging import (
     HUFFMAN_ONLY as HUFFMAN_ONLY,
     RLE as RLE,
 )
+from .ImageFilter import Filter
+from .ImagePalette import ImagePalette
 
 _Mode = Literal["1", "CMYK", "F", "HSV", "I", "L", "LAB", "P", "RGB", "RGBA", "RGBX", "YCbCr"]
 _Resample = Literal[0, 1, 2, 3, 4, 5]
+_Size = Tuple[int, int]
+_Box = Tuple[int, int, int, int]
 
 _ConversionMatrix = Union[
     Tuple[float, float, float, float], Tuple[float, float, float, float, float, float, float, float, float, float, float, float],
@@ -123,7 +127,7 @@ class Image:
     def tobytes(self, encoder_name: str = ..., *args) -> bytes: ...
     def tobitmap(self, name: str = ...) -> bytes: ...
     def frombytes(self, data: bytes, decoder_name: str = ..., *args) -> None: ...
-    def load(self): ...
+    def load(self) -> None: ...
     def verify(self) -> None: ...
     def convert(
         self,
@@ -143,31 +147,29 @@ class Image:
     ) -> Image: ...
     def copy(self) -> Image: ...
     __copy__ = copy
-    def crop(self, box=...) -> Image: ...
-    def draft(self, mode, size) -> None: ...
-    def filter(self, filter): ...
+    def crop(self, box: _Box | None = ...) -> Image: ...
+    def draft(self, mode: str, size: _Size) -> None: ...
+    def filter(self, filter: Filter | Callable[[], Filter]) -> Image: ...
     def getbands(self) -> Tuple[str, ...]: ...
     def getbbox(self) -> tuple[int, int, int, int] | None: ...
-    def getcolors(self, maxcolors: int = ...): ...
-    def getdata(self, band=...): ...
+    def getcolors(self, maxcolors: int = ...) -> list[tuple[int, int]]: ...
+    def getdata(self, band: int | None = ...): ...
     def getextrema(self): ...
     def getexif(self) -> Exif: ...
     def getim(self): ...
-    def getpalette(self): ...
-    def getpixel(self, xy): ...
-    def getprojection(self): ...
-    def histogram(self, mask=..., extrema=...): ...
-    def entropy(self, mask=..., extrema=...): ...
-    def paste(
-        self, im: Image, box: tuple[float, float] | tuple[float, float, float, float] | None = ..., mask: Image | None = ...
-    ) -> None: ...
+    def getpalette(self) -> list[int] | None: ...
+    def getpixel(self, xy: tuple[int, int]): ...
+    def getprojection(self) -> tuple[list[int], list[int]]: ...
+    def histogram(self, mask: Image | None = ..., extrema: tuple[int, int] | tuple[float, float] | None = ...) -> list[int]: ...
+    def entropy(self, mask: Image | None = ..., extrema: tuple[int, int] | tuple[float, float] | None = ...) -> float: ...
+    def paste(self, im: Image, box: tuple[float, float] | _Box | None = ..., mask: Image | None = ...) -> None: ...
     def alpha_composite(self, im: Image, dest: tuple[int, int] = ..., source: tuple[int, int] = ...) -> None: ...
-    def point(self, lut, mode=...): ...
-    def putalpha(self, alpha): ...
-    def putdata(self, data, scale: float = ..., offset: float = ...): ...
-    def putpalette(self, data, rawmode=...): ...
-    def putpixel(self, xy, value): ...
-    def remap_palette(self, dest_map, source_palette=...): ...
+    def point(self, lut, mode: str | None = ...) -> Image: ...
+    def putalpha(self, alpha: Image | int) -> None: ...
+    def putdata(self, data: Sequence[int], scale: float = ..., offset: float = ...) -> None: ...
+    def putpalette(self, data: ImagePalette | bytes | Iterable[int] | SupportsBytes, rawmode: str | None = ...) -> None: ...
+    def putpixel(self, xy: tuple[int, int], value: _Color | list[float]) -> None: ...
+    def remap_palette(self, dest_map: Iterable[int], source_palette: Sequence[int] | None = ...) -> Image: ...
     def resize(
         self,
         size: tuple[int, int],
@@ -175,7 +177,7 @@ class Image:
         box: tuple[float, float, float, float] | None = ...,
         reducing_gap: float | None = ...,
     ) -> Image: ...
-    def reduce(self, factor, box=...): ...
+    def reduce(self, factor: int | tuple[int, int] | list[int], box: _Box | None = ...) -> None: ...
     def rotate(
         self,
         angle: float,
@@ -186,17 +188,23 @@ class Image:
         fillcolor: _Color | None = ...,
     ) -> Image: ...
     def save(self, fp: str | bytes | Path | _Writeable, format: str | None = ..., **params: Any) -> None: ...
-    def seek(self, frame): ...
-    def show(self, title=..., command=...): ...
-    def split(self): ...
-    def getchannel(self, channel): ...
+    def seek(self, frame: int) -> None: ...
+    def show(self, title: str | None = ..., command: str | None = ...) -> None: ...
+    def split(self) -> Tuple[Image, ...]: ...
+    def getchannel(self, channel: int | str) -> Image: ...
     def tell(self) -> int: ...
     def thumbnail(self, size: tuple[int, int], resample: _Resample = ..., reducing_gap: float = ...) -> None: ...
     def transform(
-        self, size, method: Literal[0, 1, 2, 3, 4], data=..., resample: _Resample = ..., fill: int = ..., fillcolor=...
+        self,
+        size: _Size,
+        method: Literal[0, 1, 2, 3, 4],
+        data=...,
+        resample: _Resample = ...,
+        fill: int = ...,
+        fillcolor: _Color | int | None = ...,
     ) -> None: ...
-    def transpose(self, method: Literal[0, 1, 2, 3, 4, 5, 6]): ...
-    def effect_spread(self, distance): ...
+    def transpose(self, method: Literal[0, 1, 2, 3, 4, 5, 6]) -> Image: ...
+    def effect_spread(self, distance: int) -> Image: ...
     def toqimage(self): ...
     def toqpixmap(self): ...
 
@@ -209,12 +217,14 @@ def frombuffer(mode: _Mode, size: tuple[int, int], data, decoder_name: str = ...
 def fromarray(obj, mode: _Mode | None = ...) -> Image: ...
 def fromqimage(im) -> Image: ...
 def fromqpixmap(im) -> Image: ...
-def open(fp: str | bytes | Path | SupportsRead[bytes], mode: Literal["r"] = ..., formats=...) -> Image: ...
+def open(
+    fp: str | bytes | Path | SupportsRead[bytes], mode: Literal["r"] = ..., formats: list[str] | tuple[str] | None = ...
+) -> Image: ...
 def alpha_composite(im1: Image, im2: Image) -> Image: ...
-def blend(im1: Image, im2: Image, alpha) -> Image: ...
-def composite(image1: Image, image2: Image, mask) -> Image: ...
-def eval(image: Image, *args): ...
-def merge(mode, bands): ...
+def blend(im1: Image, im2: Image, alpha: float) -> Image: ...
+def composite(image1: Image, image2: Image, mask: Image) -> Image: ...
+def eval(image: Image, *args) -> Image: ...
+def merge(mode: str, bands: Sequence[Image]) -> Image: ...
 def register_open(id: str, factory, accept=...) -> None: ...
 def register_mime(id: str, mimetype: str) -> None: ...
 def register_save(id: str, driver) -> None: ...
@@ -224,18 +234,18 @@ def register_extensions(id: str, extensions: Iterable[str]) -> None: ...
 def registered_extensions() -> dict[str, str]: ...
 def register_decoder(name: str, decoder) -> None: ...
 def register_encoder(name: str, encoder) -> None: ...
-def effect_mandelbrot(size: tuple[int, int], extent, quality) -> Image: ...
-def effect_noise(size: tuple[int, int], sigma) -> Image: ...
-def linear_gradient(mode) -> Image: ...
-def radial_gradient(mode) -> Image: ...
+def effect_mandelbrot(size: tuple[int, int], extent: tuple[float, float, float, float], quality: int) -> Image: ...
+def effect_noise(size: tuple[int, int], sigma: float) -> Image: ...
+def linear_gradient(mode: str) -> Image: ...
+def radial_gradient(mode: str) -> Image: ...
 
 class Exif(MutableMapping[int, Any]):
     def load(self, data: bytes) -> None: ...
     def tobytes(self, offset: int = ...) -> bytes: ...
     def get_ifd(self, tag: int): ...
     def __len__(self) -> int: ...
-    def __getitem__(self, tag: int): ...
+    def __getitem__(self, tag: int) -> Any: ...
     def __contains__(self, tag: object) -> bool: ...
-    def __setitem__(self, tag: int, value) -> None: ...
+    def __setitem__(self, tag: int, value: Any) -> None: ...
     def __delitem__(self, tag: int) -> None: ...
     def __iter__(self) -> Iterator[int]: ...
diff --git a/stubs/Pillow/PIL/__init__.pyi b/stubs/Pillow/PIL/__init__.pyi
index 73d7019df..8873f33c3 100644
--- a/stubs/Pillow/PIL/__init__.pyi
+++ b/stubs/Pillow/PIL/__init__.pyi
@@ -1,3 +1,3 @@
 __version__: str
 
-class UnidentifiedImageError(OSError): ...
+class UnidentifiedImageError(IOError): ...