diff --git a/CHANGELOG.md b/CHANGELOG.md
index 94a52a9a6fa..1c14035e158 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -26,7 +26,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Fixed
 
--
+- Fixed support for pixelwise MSE ([#2017](https://github.com/Lightning-AI/torchmetrics/pull/2017)
 
 
 ## [1.1.0] - 2023-08-22