diff --git a/CHANGELOG.md b/CHANGELOG.md
index e7f23ef2ac..80efd6ed42 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -13,6 +13,7 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
 
 ### Changed
 
+- Remove unnecessary jsonargparse dependencies by @davnn in (<https://github.com/openvinotoolkit/anomalib/pull/2046>)
 - Use default model-specific eval transform when only train_transform specified by @djdameln(https://github.com/djdameln) in (<https://github.com/openvinotoolkit/anomalib/pull/1953>)
 - 🔨Rename OptimalF1 to F1Max for consistency with the literature, by @samet-akcay in https://github.com/openvinotoolkit/anomalib/pull/1980
 - 🐞Update OptimalF1 score to use BinaryPrecisionRecallCurve and remove num_classes by @ashwinvaidya17 in https://github.com/openvinotoolkit/anomalib/pull/1972
diff --git a/pyproject.toml b/pyproject.toml
index 38184d170d..85d48c13e6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,7 @@ authors = [{ name = "Intel OpenVINO" }]
 dependencies = [
     "omegaconf>=2.1.1",
     "rich>=13.5.2",
-    "jsonargparse[all]>=4.27.7",
+    "jsonargparse[signatures]>=4.27.7",
     "docstring_parser",     # CLI help-formatter
     "rich_argparse",        # CLI help-formatter
 ]