diff --git a/deploy/v2beta1/mpi-operator.yaml b/deploy/v2beta1/mpi-operator.yaml
index caa06514..33ca0c37 100644
--- a/deploy/v2beta1/mpi-operator.yaml
+++ b/deploy/v2beta1/mpi-operator.yaml
@@ -8652,6 +8652,6 @@ spec:
       - args:
         - -alsologtostderr
         - --lock-namespace=mpi-operator
-        image: mpioperator/mpi-operator:master
+        image: mpioperator/mpi-operator:0.6
         name: mpi-operator
       serviceAccountName: mpi-operator
diff --git a/manifests/overlays/kubeflow/kustomization.yaml b/manifests/overlays/kubeflow/kustomization.yaml
index 43543c94..bfc0b208 100644
--- a/manifests/overlays/kubeflow/kustomization.yaml
+++ b/manifests/overlays/kubeflow/kustomization.yaml
@@ -8,6 +8,10 @@ commonLabels:
   app: mpi-operator
   app.kubernetes.io/name: mpi-operator
   app.kubernetes.io/component: mpijob
+images:
+  - name: mpioperator/mpi-operator
+    newName: mpioperator/mpi-operator
+    newTag: "0.6"
 patches:
   - target:
       group: apps
diff --git a/manifests/overlays/standalone/kustomization.yaml b/manifests/overlays/standalone/kustomization.yaml
index 1182b682..4879dcea 100644
--- a/manifests/overlays/standalone/kustomization.yaml
+++ b/manifests/overlays/standalone/kustomization.yaml
@@ -12,7 +12,7 @@ commonLabels:
 images:
 - name: mpioperator/mpi-operator
   newName: mpioperator/mpi-operator
-  newTag: master
+  newTag: "0.6"
 patches:
   - target:
       group: apps