diff --git a/.drone.star b/.drone.star
index 4b0d3a1..0a9d24c 100644
--- a/.drone.star
+++ b/.drone.star
@@ -39,6 +39,7 @@ def main(ctx):
         step_for(ctx, "sbb_binarization", tags),
         step_for(ctx, "sbb_textline_detector", tags),
         step_for(ctx, "eynollah", tags),
+        step_for(ctx, "ocrd_anybaseocr", tags),
         {
           "name": "notify",
           "image": "drillster/drone-email",
diff --git a/Dockerfile-ocrd_anybaseocr b/Dockerfile-ocrd_anybaseocr
new file mode 100644
index 0000000..4d13426
--- /dev/null
+++ b/Dockerfile-ocrd_anybaseocr
@@ -0,0 +1,19 @@
+ARG DRONE_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core-cuda10.1:$DRONE_COMMIT
+
+ARG PIP_INSTALL="pip install --no-cache-dir"
+ARG OCRD_ANYBASEOCR_VERSION="1.5.0"
+
+
+
+# Build pip installable stuff
+RUN ${PIP_INSTALL} \
+    "ocrd_anybaseocr == ${OCRD_ANYBASEOCR_VERSION}"
+
+
+# Check pip dependencies
+RUN pip check
+
+
+# Default command
+CMD ["ocrd-anybaseocr-crop"]
diff --git a/wrapper/qurator/ocrd_galley/cli.py b/wrapper/qurator/ocrd_galley/cli.py
index 0c9da4d..bee41a2 100644
--- a/wrapper/qurator/ocrd_galley/cli.py
+++ b/wrapper/qurator/ocrd_galley/cli.py
@@ -40,7 +40,9 @@ sub_images = {
         "ocrd-skimage-denoise-raw": "ocrd_wrap",
         "ocrd-skimage-binarize": "ocrd_wrap",
         "ocrd-skimage-denoise": "ocrd_wrap",
-        "ocrd-eynollah-segment": "eynollah"
+        "ocrd-eynollah-segment": "eynollah",
+        "ocrd-anybaseocr-crop": "ocrd_anybaseocr",
+        "ocrd-anybaseocr-deskew": "ocrd_anybaseocr",
 }