diff --git a/.pipelines/templates/scan-images.yaml b/.pipelines/templates/scan-images.yaml
index ca51c2e62..5e60d40fc 100644
--- a/.pipelines/templates/scan-images.yaml
+++ b/.pipelines/templates/scan-images.yaml
@@ -11,8 +11,7 @@ steps:
       tar zxvf trivy_${TRIVY_VERSION:-0.24.4}_Linux-64bit.tar.gz
       # show all vulnerabilities in the logs
       ./trivy image --reset
-      # TODO(aramase): add proxy-init image after https://github.com/kubernetes/release/issues/3593 is fixed
-      for IMAGE_NAME in "proxy" "webhook"; do
+      for IMAGE_NAME in "proxy" "proxy-init" "webhook"; do
         ./trivy image "${REGISTRY}/${IMAGE_NAME}:${IMAGE_VERSION}-linux-amd64"
         ./trivy image --exit-code 1 --ignore-unfixed --severity MEDIUM,HIGH,CRITICAL "${REGISTRY}/${IMAGE_NAME}:${IMAGE_VERSION}-linux-amd64" || exit 1
       done
diff --git a/docker/proxy-init.Dockerfile b/docker/proxy-init.Dockerfile
index c1d7a1119..e6a6975ef 100644
--- a/docker/proxy-init.Dockerfile
+++ b/docker/proxy-init.Dockerfile
@@ -1,4 +1,4 @@
-FROM --platform=${TARGETPLATFORM:-linux/amd64} registry.k8s.io/build-image/distroless-iptables:v0.5.2
+FROM --platform=${TARGETPLATFORM:-linux/amd64} registry.k8s.io/build-image/distroless-iptables:v0.5.4
 
 COPY ./init/init-iptables.sh /bin/
 RUN chmod +x /bin/init-iptables.sh