diff --git a/Tests/LibGfx/BenchmarkJPEGLoader.cpp b/Tests/LibGfx/BenchmarkJPEGLoader.cpp
new file mode 100644
index 0000000000..b8ebd8557b
--- /dev/null
+++ b/Tests/LibGfx/BenchmarkJPEGLoader.cpp
@@ -0,0 +1,48 @@
+/*
+ * Copyright (c) 2023, Lucas Chollet <lucas.chollet@serenityos.org>
+ *
+ * SPDX-License-Identifier: BSD-2-Clause
+ */
+
+#include <LibCore/File.h>
+#include <LibGfx/ImageFormats/JPEGLoader.h>
+#include <LibTest/TestCase.h>
+
+#ifdef AK_OS_SERENITY
+#    define TEST_INPUT(x) ("/usr/Tests/LibGfx/test-inputs/" x)
+#else
+#    define TEST_INPUT(x) ("test-inputs/" x)
+#endif
+
+// FIXME: Enable formatting when the patch will be mainstream
+//        https://github.com/llvm/llvm-project/commit/fd86789962964a98157e8159c3d95cdc241942e3
+// clang-format off
+auto small_image = Core::File::open(TEST_INPUT("rgb24.jpg"sv), Core::File::OpenMode::Read).release_value()->read_until_eof().release_value();
+auto big_image = Core::File::open(TEST_INPUT("big_image.jpg"sv), Core::File::OpenMode::Read).release_value()->read_until_eof().release_value();
+auto rgb_image = Core::File::open(TEST_INPUT("rgb_components.jpg"sv), Core::File::OpenMode::Read).release_value()->read_until_eof().release_value();
+auto several_scans = Core::File::open(TEST_INPUT("several_scans.jpg"sv), Core::File::OpenMode::Read).release_value()->read_until_eof().release_value();
+// clang-format on
+
+BENCHMARK_CASE(small_image)
+{
+    auto plugin_decoder = MUST(Gfx::JPEGImageDecoderPlugin::create(small_image));
+    MUST(plugin_decoder->frame(0));
+}
+
+BENCHMARK_CASE(big_image)
+{
+    auto plugin_decoder = MUST(Gfx::JPEGImageDecoderPlugin::create(big_image));
+    MUST(plugin_decoder->frame(0));
+}
+
+BENCHMARK_CASE(rgb_image)
+{
+    auto plugin_decoder = MUST(Gfx::JPEGImageDecoderPlugin::create(rgb_image));
+    MUST(plugin_decoder->frame(0));
+}
+
+BENCHMARK_CASE(several_scans)
+{
+    auto plugin_decoder = MUST(Gfx::JPEGImageDecoderPlugin::create(several_scans));
+    MUST(plugin_decoder->frame(0));
+}
diff --git a/Tests/LibGfx/CMakeLists.txt b/Tests/LibGfx/CMakeLists.txt
index f86093f911..d3e8d8f156 100644
--- a/Tests/LibGfx/CMakeLists.txt
+++ b/Tests/LibGfx/CMakeLists.txt
@@ -1,5 +1,6 @@
 set(TEST_SOURCES
     BenchmarkGfxPainter.cpp
+    BenchmarkJPEGLoader.cpp
     TestFontHandling.cpp
     TestICCProfile.cpp
     TestImageDecoder.cpp
diff --git a/Tests/LibGfx/test-inputs/big_image.jpg b/Tests/LibGfx/test-inputs/big_image.jpg
new file mode 100644
index 0000000000..27c4525b00
Binary files /dev/null and b/Tests/LibGfx/test-inputs/big_image.jpg differ