diff --git a/scripts/docker-image-download-kernel.sh b/scripts/docker-image-download-kernel.sh
index c1a0310..29ea3f2 100755
--- a/scripts/docker-image-download-kernel.sh
+++ b/scripts/docker-image-download-kernel.sh
@@ -6,5 +6,11 @@ set -e
 mkdir -p /kernel
 apt-get update
 apt-get download linux-image-generic
-dpkg -x linux-image-*.deb /kernel
+
+# The linux-image-generic is a metapackage, we need to get the actual kernel
+KERNEL_VERSION=$(apt-cache depends linux-image-generic | grep Depends | grep linux-image | head -1 | awk '{print $2}')
+apt-get download $KERNEL_VERSION
+
+# Extract the actual kernel package (not the metapackage)
+dpkg -x ${KERNEL_VERSION}*.deb /kernel
 rm -rf /var/lib/apt/lists/* linux-image-*.deb