diff --git a/Dockerfile.cuda b/Dockerfile.cuda
index e95fa23..dda7a9f 100644
--- a/Dockerfile.cuda
+++ b/Dockerfile.cuda
@@ -1,5 +1,5 @@
-ARG CUDA_VERSION=12.1.1
-FROM nvidia/cuda:${CUDA_VERSION}-devel-ubuntu22.04
+ARG CUDA_IMAGE="12.1.1-devel-ubuntu22.04"
+FROM ${CUDA_IMAGE}
 
 # We need to set the host to 0.0.0.0 to allow outside access
 ENV HOST 0.0.0.0