diff --git a/CHANGELOG.md b/CHANGELOG.md
index 62b76cac58518..d90ac92c7a67b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -23,7 +23,7 @@ The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
 
 - 
 
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+- Updated semantic segmentation example with custom u-net and logging ([#1371](https://github.com/PyTorchLightning/pytorch-lightning/pull/1371))
 
 
 ### Removed