diff --git a/.github/workflows/docker-image.yml b/.github/workflows/docker-image.yml
new file mode 100644
index 0000000..17b6cb8
--- /dev/null
+++ b/.github/workflows/docker-image.yml
@@ -0,0 +1,47 @@
+name: Docker Image CD
+
+on:
+  push:
+    branches: [ "master" ]
+  workflow_dispatch:
+    inputs:
+      docker-tagname:
+        description: Tag name of the Docker image
+        default: 'ocrd/sbb_binarization'
+
+env:
+  DOCKER_TAGNAME: ${{ github.evenv.inputs.docker-tagname || 'ocrd/sbb_binarization' }}
+
+jobs:
+
+  build:
+
+    runs-on: ubuntu-latest
+    permissions:
+      packages: write
+      contents: read
+
+    steps:
+    - uses: actions/checkout@v4
+    - # Activate cache export feature to reduce build time of image
+      name: Set up Docker Buildx
+      uses: docker/setup-buildx-action@v2
+    - name: Build the Docker image
+      run: make docker DOCKER_TAG=${{ env.DOCKER_TAGNAME }}
+    - name: Login to Dockerhub
+      uses: docker/login-action@v2
+      with:
+        username: ${{ secrets.DOCKERHUB_USERNAME }}
+        password: ${{ secrets.DOCKERHUB_PASSWORD }}
+    - name: Push image to Dockerhub
+      run: docker push ${{ env.DOCKER_TAGNAME }}
+    - name: Alias the Docker image for GHCR
+      run: docker tag ${{ env.DOCKER_TAGNAME }} ghcr.io/${{ github.repository }}
+    - name: Login to GitHub Container Registry
+      uses: docker/login-action@v2
+      with:
+        registry: ghcr.io
+        username: ${{ github.actor }}
+        password: ${{ secrets.GITHUB_TOKEN }}
+    - name: Push image to Github Container Registry
+      run: docker push ghcr.io/${{ github.repository }}
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..7cbd98e
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,22 @@
+ARG DOCKER_BASE_IMAGE
+FROM $DOCKER_BASE_IMAGE
+ARG VCS_REF
+ARG BUILD_DATE
+LABEL \
+    maintainer="https://ocr-d.de/kontakt" \
+    org.label-schema.vcs-ref=$VCS_REF \
+    org.label-schema.vcs-url="https://github.com/qurator-spk/sbb_binarization" \
+    org.label-schema.build-date=$BUILD_DATE
+
+WORKDIR /build/sbb_binarization
+COPY setup.py .
+COPY ocrd-tool.json .
+COPY sbb_binarize ./sbb_binarize
+COPY requirements.txt .
+COPY README.md .
+COPY Makefile .
+RUN make install
+RUN rm -rf /build/sbb_binarization
+
+WORKDIR /data
+VOLUME ["/data"]
diff --git a/Makefile b/Makefile
index e4f5b87..b9bd15b 100644
--- a/Makefile
+++ b/Makefile
@@ -1,5 +1,8 @@
 # BEGIN-EVAL makefile-parser --make-help Makefile
 
+DOCKER_BASE_IMAGE = docker.io/ocrd/core:v2.69.0
+DOCKER_TAG = ocrd/nmalign
+
 .PHONY: help install
 help:
 	@echo ""
@@ -10,8 +13,12 @@ help:
 	@echo "    test     Run tests"
 	@echo "    clean    Remove copies/results in test/assets"
 	@echo ""
+	@echo "    docker  Build a Docker image $(DOCKER_TAG) from $(DOCKER_BASE_IMAGE)"
+	@echo ""
 	@echo "  Variables"
 	@echo ""
+	@echo "    PYTHON"
+	@echo "    DOCKER_TAG    Docker image tag of result for the docker target"
 
 # END-EVAL
 
@@ -40,6 +47,15 @@ test: test/assets models
 	ocrd-sbb-binarize -m test/assets/kant_aufklaerung_1784-page-region/data/mets.xml -g phys_0001 -I OCR-D-GT-SEG-REGION -O BIN -P model default -P operation_level region
 	ocrd-sbb-binarize -m test/assets/kant_aufklaerung_1784-page-region/data/mets.xml -g phys_0001 -I OCR-D-GT-SEG-REGION -O BIN2 -P model default-2021-03-09 -P operation_level region
 
+.PHONY: docker
+docker:
+	docker build \
+	--build-arg DOCKER_BASE_IMAGE=$(DOCKER_BASE_IMAGE) \
+	--build-arg VCS_REF=$$(git rev-parse --short HEAD) \
+	--build-arg BUILD_DATE=$$(date -u +"%Y-%m-%dT%H:%M:%SZ") \
+	-t $(DOCKER_TAG) .
+
+
 .PHONY: clean
 clean:
 	-$(RM) -fr test/assets
diff --git a/README.md b/README.md
index 39d4ad1..ef69cb6 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,8 @@
 > Document Image Binarization
 
 [![pip release](https://img.shields.io/pypi/v/sbb-binarization.svg)](https://pypi.org/project/sbb-binarization/)
-[![GHActions Tests](https://github.com/qurator-spk/sbb_binarization/actions/workflows/test.yml/badge.svg)](https://github.com/qurator-spk/sbb_binarization/actions/workflows/test.yml)
+[![GHActions CI](https://github.com/qurator-spk/sbb_binarization/actions/workflows/test.yml/badge.svg)](https://github.com/qurator-spk/sbb_binarization/actions/workflows/test.yml)
+[![GHActions CD](https://github.com/qurator-spk/sbb_binarization/actions/workflows/docker-image.yml/badge.svg)](https://github.com/qurator-spk/sbb_binarization/actions/workflows/docker-image.yml)
 
 <img src="https://user-images.githubusercontent.com/952378/63592437-e433e400-c5b1-11e9-9c2d-889c6e93d748.jpg" width="180"><img src="https://user-images.githubusercontent.com/952378/63592435-e433e400-c5b1-11e9-88e4-3e441b61fa67.jpg" width="180"><img src="https://user-images.githubusercontent.com/952378/63592440-e4cc7a80-c5b1-11e9-8964-2cd1b22c87be.jpg" width="220"><img src="https://user-images.githubusercontent.com/952378/63592438-e4cc7a80-c5b1-11e9-86dc-a9e9f8555422.jpg" width="220">
 
@@ -13,16 +14,19 @@ Python `3.7-3.10` with Tensorflow `<=2.11.1` are currently supported. While newe
 
 You can either install from PyPI via 
 
-```
-pip install sbb-binarization
-```
+    pip install sbb-binarization
+
 
 or clone the repository, enter it and install (editable) with
 
-```
-git clone git@github.com:qurator-spk/sbb_binarization.git
-cd sbb_binarization; pip install -e .
-```
+    git clone git@github.com:qurator-spk/sbb_binarization.git
+    cd sbb_binarization; pip install -e .
+
+
+Alternatively, download the prebuilt image from Dockerhub:
+
+    docker pull ocrd/sbb_binarization
+
 
 ### Models