diff --git a/deploy/docker/backend-gpu/base/Dockerfile b/deploy/docker/backend-gpu/base/Dockerfile
index eb09b2cb09..cbe4d3147f 100644
--- a/deploy/docker/backend-gpu/base/Dockerfile
+++ b/deploy/docker/backend-gpu/base/Dockerfile
@@ -1,5 +1,5 @@
 # Stage 1: Build Stage
-FROM nvidia/cuda:12.1.1-cudnn8-devel-ubuntu22.04 AS builder
+FROM nvidia/cuda:12.2.2-cudnn8-devel-ubuntu22.04 AS builder
 ARG TARGETPLATFORM
 ENV DEBIAN_FRONTEND=noninteractive
 
@@ -82,7 +82,7 @@ RUN curl -SL https://imagemagick.org/archive/releases/ImageMagick-${IMAGEMAGICK_
     rm -rf /tmp/builds/*
 
 # Stage 2: Deployment Stage
-FROM nvidia/cuda:12.1.1-cudnn8-runtime-ubuntu22.04
+FROM nvidia/cuda:12.2.2-cudnn8-runtime-ubuntu22.04
 ARG TARGETPLATFORM
 ENV DEBIAN_FRONTEND=noninteractive
 WORKDIR /app
diff --git a/deploy/k8s/kustomization.yaml b/deploy/k8s/kustomization.yaml
index b64fe09adf..e6f59764ce 100644
--- a/deploy/k8s/kustomization.yaml
+++ b/deploy/k8s/kustomization.yaml
@@ -19,13 +19,13 @@ configMapGenerator:
 images:
   - name: backend-placeholder
     newName: reallibrephotos/librephotos
-    newTag: 2023w31
+    newTag: 2023w48
   - name: frontend-placeholder
     newName: reallibrephotos/librephotos-frontend
-    newTag: 2023w31
+    newTag: 2023w48
   - name: proxy-placeholder
     newName: reallibrephotos/librephotos-proxy
-    newTag: 2023w31
+    newTag: 2023w48
   - name: postgresql-placeholder
     newName: postgres
     newTag: "13"