diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..0557a05
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,12 @@
+FROM ocrd/core:v2.62.0 AS base
+
+WORKDIR /build-ocrd_segment
+COPY setup.py .
+COPY ocrd_segment/ocrd-tool.json .
+COPY ocrd_segment ./ocrd_segment
+COPY requirements.txt .
+COPY README.md .
+RUN pip install . \
+	&& rm -rf /build-ocrd_segment
+
+WORKDIR /data