diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 1c278f63db14f2f78de0e1692d32e9b67bd1e9de..b1dff867cfb6b5e8dbff671a0fe0127b1b554e5b 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -17,7 +17,7 @@ variables:
   DOCKERHUB_BASE: mdl4eo/otbtf
   DOCKERHUB_IMAGE_BASE: ${DOCKERHUB_BASE}:${OTBTF_VERSION}
   CPU_BASE_IMG: ubuntu:22.04
-  GPU_BASE_IMG: nvidia/cuda:12.1.1-cudnn8-devel-ubuntu22.04
+  GPU_BASE_IMG: nvidia/cuda:12.0.1-cudnn8-devel-ubuntu22.04
 
 image: $BRANCH_IMAGE
 
diff --git a/RELEASE_NOTES.txt b/RELEASE_NOTES.txt
index c0ab81cb92135dd7272a616fbe6c7505d9ff3fac..9aa374e64e3cf1f23e68a6b026e476b481149c81 100644
--- a/RELEASE_NOTES.txt
+++ b/RELEASE_NOTES.txt
@@ -1,7 +1,6 @@
 Version 4.1.0 (23 may 2023)
 ----------------------------------------------------------------
 * Add no-data values support for inference in TensorflowModelServe application
-* Update base docker image for NVIDIA GPU builds (CUDA 12.1.1)
 * Fix CuDNN version detection in `build-env-tf.sh`
 * Dockerfile args to build otbtf with TensorRT (experimental)