diff --git a/README.md b/README.md
index 6982676f5..6ca870166 100644
--- a/README.md
+++ b/README.md
@@ -65,10 +65,10 @@ As of 2019, Pillow development is
             <a href="https://tidelift.com/subscription/pkg/pypi-pillow?utm_source=pypi-pillow&utm_medium=badge"><img
                 alt="Tidelift"
                 src="https://tidelift.com/badges/package/pypi/Pillow?style=flat"></a>
-            <a href="https://pypi.org/project/Pillow/"><img
+            <a href="https://pypi.org/project/pillow/"><img
                 alt="Newest PyPI version"
                 src="https://img.shields.io/pypi/v/pillow.svg"></a>
-            <a href="https://pypi.org/project/Pillow/"><img
+            <a href="https://pypi.org/project/pillow/"><img
                 alt="Number of PyPI downloads"
                 src="https://img.shields.io/pypi/dm/pillow.svg"></a>
             <a href="https://www.bestpractices.dev/projects/6331"><img
diff --git a/Tests/images/hopper.pfm b/Tests/images/hopper.pfm
new file mode 100644
index 000000000..b57661564
Binary files /dev/null and b/Tests/images/hopper.pfm differ
diff --git a/Tests/images/hopper_be.pfm b/Tests/images/hopper_be.pfm
new file mode 100644
index 000000000..93c75e26f
Binary files /dev/null and b/Tests/images/hopper_be.pfm differ
diff --git a/Tests/test_file_ppm.py b/Tests/test_file_ppm.py
index bb49a46d3..d8e259b1c 100644
--- a/Tests/test_file_ppm.py
+++ b/Tests/test_file_ppm.py
@@ -6,7 +6,12 @@ import pytest
 
 from PIL import Image, PpmImagePlugin
 
-from .helper import assert_image_equal_tofile, assert_image_similar, hopper
+from .helper import (
+    assert_image_equal,
+    assert_image_equal_tofile,
+    assert_image_similar,
+    hopper,
+)
 
 # sample ppm stream
 TEST_FILE = "Tests/images/hopper.ppm"
@@ -84,20 +89,58 @@ def test_16bit_pgm():
 
 def test_16bit_pgm_write(tmp_path):
     with Image.open("Tests/images/16_bit_binary.pgm") as im:
-        f = str(tmp_path / "temp.pgm")
-        im.save(f, "PPM")
+        filename = str(tmp_path / "temp.pgm")
+        im.save(filename, "PPM")
 
-        assert_image_equal_tofile(im, f)
+        assert_image_equal_tofile(im, filename)
 
 
 def test_pnm(tmp_path):
     with Image.open("Tests/images/hopper.pnm") as im:
         assert_image_similar(im, hopper(), 0.0001)
 
-        f = str(tmp_path / "temp.pnm")
-        im.save(f)
+        filename = str(tmp_path / "temp.pnm")
+        im.save(filename)
 
-        assert_image_equal_tofile(im, f)
+        assert_image_equal_tofile(im, filename)
+
+
+def test_pfm(tmp_path):
+    with Image.open("Tests/images/hopper.pfm") as im:
+        assert im.info["scale"] == 1.0
+        assert_image_equal(im, hopper("F"))
+
+        filename = str(tmp_path / "tmp.pfm")
+        im.save(filename)
+
+        assert_image_equal_tofile(im, filename)
+
+
+def test_pfm_big_endian(tmp_path):
+    with Image.open("Tests/images/hopper_be.pfm") as im:
+        assert im.info["scale"] == 2.5
+        assert_image_equal(im, hopper("F"))
+
+        filename = str(tmp_path / "tmp.pfm")
+        im.save(filename)
+
+        assert_image_equal_tofile(im, filename)
+
+
+@pytest.mark.parametrize(
+    "data",
+    [
+        b"Pf 1 1 NaN \0\0\0\0",
+        b"Pf 1 1 inf \0\0\0\0",
+        b"Pf 1 1 -inf \0\0\0\0",
+        b"Pf 1 1 0.0 \0\0\0\0",
+        b"Pf 1 1 -0.0 \0\0\0\0",
+    ],
+)
+def test_pfm_invalid(data):
+    with pytest.raises(ValueError):
+        with Image.open(BytesIO(data)):
+            pass
 
 
 @pytest.mark.parametrize(
diff --git a/docs/about.rst b/docs/about.rst
index da351ce2c..cdb32ca5d 100644
--- a/docs/about.rst
+++ b/docs/about.rst
@@ -13,7 +13,7 @@ The fork author's goal is to foster and support active development of PIL throug
 .. _GitHub Actions: https://github.com/python-pillow/Pillow/actions
 .. _AppVeyor: https://ci.appveyor.com/project/Python-pillow/pillow
 .. _GitHub: https://github.com/python-pillow/Pillow
-.. _Python Package Index: https://pypi.org/project/Pillow/
+.. _Python Package Index: https://pypi.org/project/pillow/
 
 License
 -------
diff --git a/docs/handbook/image-file-formats.rst b/docs/handbook/image-file-formats.rst
index 276838bed..569ccb769 100644
--- a/docs/handbook/image-file-formats.rst
+++ b/docs/handbook/image-file-formats.rst
@@ -696,6 +696,25 @@ PCX
 
 Pillow reads and writes PCX files containing ``1``, ``L``, ``P``, or ``RGB`` data.
 
+PFM
+^^^
+
+.. versionadded:: 10.3.0
+
+Pillow reads and writes grayscale (Pf format) Portable FloatMap (PFM) files
+containing ``F`` data.
+
+Color (PF format) PFM files are not supported.
+
+Opening
+~~~~~~~
+
+The :py:func:`~PIL.Image.open` function sets the following
+:py:attr:`~PIL.Image.Image.info` properties:
+
+**scale**
+    The absolute value of the number stored in the *Scale Factor / Endianness* line.
+
 PNG
 ^^^
 
diff --git a/docs/index.rst b/docs/index.rst
index 053d55c3c..558369919 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -58,11 +58,11 @@ Pillow for enterprise is available via the Tidelift Subscription. `Learn more <h
    :alt: Fuzzing Status
 
 .. image:: https://img.shields.io/pypi/v/pillow.svg
-   :target: https://pypi.org/project/Pillow/
+   :target: https://pypi.org/project/pillow/
    :alt: Latest PyPI version
 
 .. image:: https://img.shields.io/pypi/dm/pillow.svg
-   :target: https://pypi.org/project/Pillow/
+   :target: https://pypi.org/project/pillow/
    :alt: Number of PyPI downloads
 
 .. image:: https://www.bestpractices.dev/projects/6331/badge
diff --git a/docs/installation.rst b/docs/installation.rst
index 922720b9d..116bdcf2f 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -385,7 +385,7 @@ After navigating to the Pillow directory, run::
     python3 -m pip install --upgrade pip
     python3 -m pip install .
 
-.. _compressed archive from PyPI: https://pypi.org/project/Pillow/#files
+.. _compressed archive from PyPI: https://pypi.org/project/pillow/#files
 
 Build Options
 """""""""""""
@@ -602,5 +602,5 @@ Old Versions
 ------------
 
 You can download old distributions from the `release history at PyPI
-<https://pypi.org/project/Pillow/#history>`_ and by direct URL access
-eg. https://pypi.org/project/Pillow/1.0/.
+<https://pypi.org/project/pillow/#history>`_ and by direct URL access
+eg. https://pypi.org/project/pillow/1.0/.
diff --git a/docs/releasenotes/10.3.0.rst b/docs/releasenotes/10.3.0.rst
index 8dfe34d95..8ce6f4b9c 100644
--- a/docs/releasenotes/10.3.0.rst
+++ b/docs/releasenotes/10.3.0.rst
@@ -45,11 +45,6 @@ Deprecated                                             Use instead
                                                        :py:data:`sys.version_info`, and ``PIL.__version__``
 =====================================================  ============================================================
 
-TODO
-^^^^
-
-TODO
-
 API Changes
 ===========
 
@@ -77,7 +72,8 @@ TODO
 Other Changes
 =============
 
-TODO
-^^^^
+Portable FloatMap (PFM) images
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 
-TODO
+Support has been added for reading and writing grayscale (Pf format)
+Portable FloatMap (PFM) files containing ``F`` data.
diff --git a/src/PIL/PpmImagePlugin.py b/src/PIL/PpmImagePlugin.py
index 25dbfa5b0..d43e21e14 100644
--- a/src/PIL/PpmImagePlugin.py
+++ b/src/PIL/PpmImagePlugin.py
@@ -15,6 +15,8 @@
 #
 from __future__ import annotations
 
+import math
+
 from . import Image, ImageFile
 from ._binary import i16be as i16
 from ._binary import o8
@@ -35,6 +37,7 @@ MODES = {
     b"P6": "RGB",
     # extensions
     b"P0CMYK": "CMYK",
+    b"Pf": "F",
     # PIL extensions (for test purposes only)
     b"PyP": "P",
     b"PyRGBA": "RGBA",
@@ -43,7 +46,7 @@ MODES = {
 
 
 def _accept(prefix):
-    return prefix[0:1] == b"P" and prefix[1] in b"0123456y"
+    return prefix[0:1] == b"P" and prefix[1] in b"0123456fy"
 
 
 ##
@@ -110,6 +113,14 @@ class PpmImageFile(ImageFile.ImageFile):
         if magic_number in (b"P1", b"P2", b"P3"):
             decoder_name = "ppm_plain"
         for ix in range(3):
+            if mode == "F" and ix == 2:
+                scale = float(self._read_token())
+                if scale == 0.0 or not math.isfinite(scale):
+                    msg = "scale must be finite and non-zero"
+                    raise ValueError(msg)
+                rawmode = "F;32F" if scale < 0 else "F;32BF"
+                self.info["scale"] = abs(scale)
+                continue
             token = int(self._read_token())
             if ix == 0:  # token is the x size
                 xsize = token
@@ -136,7 +147,8 @@ class PpmImageFile(ImageFile.ImageFile):
                     elif maxval != 255:
                         decoder_name = "ppm"
 
-        args = (rawmode, 0, 1) if decoder_name == "raw" else (rawmode, maxval)
+        row_order = -1 if mode == "F" else 1
+        args = (rawmode, 0, row_order) if decoder_name == "raw" else (rawmode, maxval)
         self._size = xsize, ysize
         self.tile = [(decoder_name, (0, 0, xsize, ysize), self.fp.tell(), args)]
 
@@ -307,6 +319,7 @@ class PpmDecoder(ImageFile.PyDecoder):
 
 
 def _save(im, fp, filename):
+    row_order = 1
     if im.mode == "1":
         rawmode, head = "1;I", b"P4"
     elif im.mode == "L":
@@ -315,6 +328,9 @@ def _save(im, fp, filename):
         rawmode, head = "I;16B", b"P5"
     elif im.mode in ("RGB", "RGBA"):
         rawmode, head = "RGB", b"P6"
+    elif im.mode == "F":
+        rawmode, head = "F;32F", b"Pf"
+        row_order = -1
     else:
         msg = f"cannot write mode {im.mode} as PPM"
         raise OSError(msg)
@@ -326,7 +342,9 @@ def _save(im, fp, filename):
             fp.write(b"255\n")
         else:
             fp.write(b"65535\n")
-    ImageFile._save(im, fp, [("raw", (0, 0) + im.size, 0, (rawmode, 0, 1))])
+    elif head == b"Pf":
+        fp.write(b"-1.0\n")
+    ImageFile._save(im, fp, [("raw", (0, 0) + im.size, 0, (rawmode, 0, row_order))])
 
 
 #
@@ -339,6 +357,6 @@ Image.register_save(PpmImageFile.format, _save)
 Image.register_decoder("ppm", PpmDecoder)
 Image.register_decoder("ppm_plain", PpmPlainDecoder)
 
-Image.register_extensions(PpmImageFile.format, [".pbm", ".pgm", ".ppm", ".pnm"])
+Image.register_extensions(PpmImageFile.format, [".pbm", ".pgm", ".ppm", ".pnm", ".pfm"])
 
 Image.register_mime(PpmImageFile.format, "image/x-portable-anymap")