diff --git a/.drone.star b/.drone.star
deleted file mode 100644
index 623c861..0000000
--- a/.drone.star
+++ /dev/null
@@ -1,74 +0,0 @@
-def main(ctx):
-  tags = [ctx.build.commit]
-
-  if ctx.build.event == "tag":
-    name = "release"
-  elif ctx.build.branch == "master":
-    name = "master"
-    tags.append("latest")
-  else:
-    return
-
-  return [
-    {
-      "kind": "pipeline",
-      "name": name,
-      "steps": [
-        {
-          "name":  "prepare data",
-          "image": "alpine",
-          "commands": [
-            "apk update && apk add bash curl",
-            "FORCE_DOWNLOAD=y ./build-tmp-XXX"
-          ]
-        },
-        # We can't glob and have to add here manually...
-        step_for(ctx, "core", tags),
-        step_for(ctx, "core-cuda10.0", tags),
-        step_for(ctx, "core-cuda10.1", tags),
-
-        step_for(ctx, "dinglehopper", tags),
-        step_for(ctx, "ocrd_calamari", tags),
-        step_for(ctx, "ocrd_calamari03", tags),
-        step_for(ctx, "ocrd_cis", tags),
-        step_for(ctx, "ocrd_fileformat", tags),
-        step_for(ctx, "ocrd_olena", tags),
-        step_for(ctx, "ocrd_segment", tags),
-        step_for(ctx, "ocrd_tesserocr", tags),
-        step_for(ctx, "ocrd_wrap", tags),
-        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",
-          "settings": {
-            "host": "172.17.0.1",
-            "port": "25",
-            "from": "drone@ci.moegen-wir.net",
-          },
-          "when": {
-            "status": [ "success", "failure" ]
-          }
-        }
-      ]
-    }
-  ]
-
-
-def step_for(ctx, sub_image, tags):
-  return {
-    "name": "build %s" % sub_image,
-    "image": "plugins/docker",
-    "settings": {
-      "build_args": [
-        "DRONE_COMMIT=%s" % ctx.build.commit,
-      ],
-      "tags": tags,
-      "username": { "from_secret": "docker_username" },
-      "password": { "from_secret": "docker_password" },
-      "repo": "quratorspk/ocrd-galley-%s" % sub_image,
-      "dockerfile": "Dockerfile-%s" % sub_image,
-    }
-  }
diff --git a/.github/list-subimages b/.github/list-subimages
new file mode 100755
index 0000000..7966019
--- /dev/null
+++ b/.github/list-subimages
@@ -0,0 +1,38 @@
+#!/usr/bin/python3
+import glob
+import re
+import sys
+import argparse
+import json
+
+
+all_subimages = {re.sub(r"^Dockerfile-", "", dockerfile) for dockerfile in glob.glob("Dockerfile-*")}
+core_subimages = {si for si in all_subimages if si.startswith("core")}
+rest_subimages = all_subimages - core_subimages
+
+
+
+parser = argparse.ArgumentParser(description='List subimages.')
+parser.add_argument('--core', action='store_true',
+                    default=False, help='List core subimages')
+parser.add_argument('--rest', action='store_true',
+                    default=False, help='List rest subimages')
+parser.add_argument('--json', action='store_true',
+                    default=False, help='Return list as JSON')
+args = parser.parse_args()
+
+
+def list_(subimages):
+    subimages = sorted(subimages)
+    if args.json:
+        print(json.dumps(subimages))
+    else:
+        print("\n".join(subimages))
+
+
+if not args.core and not args.rest:
+    list_(core_subimages | rest_subimages)
+if args.core:
+    list_(core_subimages)
+if args.rest:
+    list_(rest_subimages)
diff --git a/.github/workflows/build-subimage.yml b/.github/workflows/build-subimage.yml
new file mode 100644
index 0000000..0fe98ce
--- /dev/null
+++ b/.github/workflows/build-subimage.yml
@@ -0,0 +1,58 @@
+on:
+  workflow_call:
+    inputs:
+      subimage:
+        required: true
+        type: string
+      tags:
+        required: true
+        type: string
+    secrets:
+      DOCKERHUB_USERNAME:
+        required: true
+      DOCKERHUB_TOKEN:
+        required: true
+
+
+jobs:
+  build-subimage-job:
+    runs-on: ubuntu-latest
+    steps:
+      -
+        name: Checkout
+        uses: actions/checkout@v3
+        # We are checking out explicitly, so build-push-action isn't trying
+        # to checkout the (unreachable) submodule. (Using "context" there.)
+      -
+        name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v2
+      -
+        name: Docker meta
+        id: meta
+        uses: docker/metadata-action@v4
+        with:
+          images: |
+            quratorspk/ocrd-galley-${{ inputs.subimage }}
+          flavor: |
+            latest=auto
+          # latest=auto should generate "latest" for the type=semver tags entry
+          tags: ${{ inputs.tags }}
+      -
+        name: Login to Docker Hub
+        uses: docker/login-action@v2
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+      -
+        name: Build ${{ inputs.subimage }}
+        uses: docker/build-push-action@v4
+        with:
+          context: .
+          file: Dockerfile-${{ inputs.subimage }}
+          build-args: |
+            GIT_COMMIT=sha-${{ github.sha }}
+            BUILDKIT_INLINE_CACHE=1
+          tags: ${{ steps.meta.outputs.tags }}
+          push: true
+
+          cache-from: quratorspk/ocrd-galley-${{ inputs.subimage }}:sha-${{ github.sha }}
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 920e0b0..d1a90d3 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -1,36 +1,104 @@
 name: build
 
 on:
+
   workflow_dispatch:
 
   push:
     branches:
       - 'master'
-      - 'test/github-actions'
+      - 'fix/*'
 
 jobs:
-  docker:
+  matrix:
     runs-on: ubuntu-latest
+    outputs:
+      core: ${{ steps.step1.outputs.core }}
+      rest: ${{ steps.step1.outputs.rest }}
+      all: ${{ steps.step1.outputs.all }}
     steps:
       -
         name: Checkout
         uses: actions/checkout@v3
-        # We are checking out explicitly, so build-push-action isn't trying
-        # to checkout the (unreachable) submodule. (Using "context" there.)
-
       -
-        name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v2
+        name: Generate outputs
+        id: step1
+        run: |
+          echo "core=$(./.github/list-subimages --core --json)" >>$GITHUB_OUTPUT
+          echo "rest=$(./.github/list-subimages --rest --json)" >>$GITHUB_OUTPUT
+          echo "all=$(./.github/list-subimages --json)" >>$GITHUB_OUTPUT
+
+          echo "GITHUB_OUTPUT:"
+          cat $GITHUB_OUTPUT
+
+  build-core:
+    needs: matrix
+    strategy:
+      fail-fast: false
+      matrix:
+        subimage: ${{ fromJson(needs.matrix.outputs.core) }}
+    uses: ./.github/workflows/build-subimage.yml
+    with:
+      subimage: ${{ matrix.subimage }}
+      tags: |
+        type=sha,format=long
+      # Here: NOT the full tags, just the sha! (they get added below)
+    secrets: inherit
 
-      # TODO data
-      # TODO matrix for all Dockerfiles
+  build-rest:
+    needs: [matrix, build-core]
+    strategy:
+      fail-fast: false
+      matrix:
+        subimage: ${{ fromJson(needs.matrix.outputs.rest) }}
+    uses: ./.github/workflows/build-subimage.yml
+    with:
+      subimage: ${{ matrix.subimage }}
+      tags: |
+        type=sha,format=long
+    secrets: inherit
 
+
+  test:
+    needs: build-rest
+    runs-on: ubuntu-latest
+    env:
+      DOCKER_IMAGE_TAG: sha-${{ github.sha }}  # needed to run the correct version through the wrapper
+    steps:
       -
-        name: Build
-        uses: docker/build-push-action@v4
-        with:
-          context: .
-          file: Dockerfile-core
-          build-args:
-            DRONE_COMMIT=${{ github.sha }}
-          push: false
+        name: Checkout
+        uses: actions/checkout@v3
+      -
+        name: Install wrapper
+        run: |
+          sudo apt-get install -y python3-pip
+          cd wrapper && pip install .
+      -
+        name: Test
+        run: |
+          ocrd --version
+          ocrd-dinglehopper --version
+
+
+  # At this point, we have successfully built, uploaded and tested the images. We now just need to add
+  # tags. We do this by building again, but using the formerly built images to
+  # cache from.
+
+  push-with-tags:
+    needs: [matrix, test]
+    strategy:
+      matrix:
+        subimage: ${{ fromJson(needs.matrix.outputs.all) }}
+    uses: ./.github/workflows/build-subimage.yml
+    with:
+      subimage: ${{ matrix.subimage }}
+      tags: |
+        type=sha,format=long
+        type=edge,branch=master
+        type=ref,event=branch
+        type=semver,pattern={{version}}
+        # Here: full tags
+        # Note: Do NOT use event=tag here, unless re-configuring the "latest"
+        # behavior too as that triggers on event=tag by default. By default,
+        # "latest" triggers on type=semver here, too (which is wanted).
+    secrets: inherit
diff --git a/.gitignore b/.gitignore
index f37cdb5..42fe1ac 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,5 @@
+build/
+
 # Byte-compiled / optimized / DLL files
 __pycache__/
 *.py[cod]
diff --git a/.gitmodules b/.gitmodules
deleted file mode 100644
index a08c53c..0000000
--- a/.gitmodules
+++ /dev/null
@@ -1,3 +0,0 @@
-[submodule "data"]
-	path = data
-	url = git@code.dev.sbb.berlin:qurator/qurator-data.git
diff --git a/Dockerfile-core b/Dockerfile-core
index 443db85..c655d56 100644
--- a/Dockerfile-core
+++ b/Dockerfile-core
@@ -1,7 +1,7 @@
-FROM ubuntu:18.04
+FROM ubuntu:22.04
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
-ARG OCRD_VERSION_MINIMUM="2.23.3"
+ARG OCRD_VERSION_MINIMUM="2.47.0"
 ENV LC_ALL=C.UTF-8 LANG=C.UTF-8
 ENV PIP_DEFAULT_TIMEOUT=120
 
@@ -9,10 +9,11 @@ ENV PIP_DEFAULT_TIMEOUT=120
 RUN echo "APT::Acquire::Retries \"3\";" > /etc/apt/apt.conf.d/80-retries && \
     apt-get update && \
     apt-get install -y \
-      curl xz-utils \
-      build-essential python3-dev \
-# For get-pip.py:
-      python3-distutils \
+      build-essential \
+      curl \
+      git \
+      xz-utils \
+      pkg-config \
 # For add-apt-repository:
       software-properties-common \
 # XML utils
@@ -20,6 +21,17 @@ RUN echo "APT::Acquire::Retries \"3\";" > /etc/apt/apt.conf.d/80-retries && \
       xmlstarlet \
 # OCR-D uses ImageMagick for pixel density estimation
       imagemagick \
+# pyenv builds
+# TODO: builder container?
+      libz-dev \
+      libssl-dev \
+      libbz2-dev \
+      liblzma-dev \
+      libncurses-dev \
+      libffi-dev \
+      libreadline-dev \
+      libsqlite3-dev \
+      libmagic-dev \
     && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
@@ -29,14 +41,19 @@ RUN echo "APT::Acquire::Retries \"3\";" > /etc/apt/apt.conf.d/80-retries && \
 RUN echo "setOverrideLogLevel(os.getenv('LOG_LEVEL', 'INFO'))" >/etc/ocrd_logging.py
 
 
-# Install pip (and setuptools)
-# We use get-pip.py here to avoid
-# a. having to upgrade from Ubuntu's pip
-# b. the dreaded "old script wrapper" error message
-RUN curl -sSL https://bootstrap.pypa.io/pip/3.6/get-pip.py -o get-pip.py && \
-    python3 get-pip.py && \
-    rm -f get-pip.py
-
+# Install pyenv
+# TODO: do not run as root
+# TODO: does just saying "3.7" work as intended?
+ENV HOME=/root
+ENV PYENV_ROOT=/usr/local/share/pyenv
+ENV PATH=$PYENV_ROOT/shims:$PYENV_ROOT/bin:$PATH
+RUN \
+    git clone --depth=1 https://github.com/yyuu/pyenv.git $PYENV_ROOT && \
+    pyenv install 3.7 && \
+    pyenv global 3.7 && \
+    pyenv rehash && \
+    pip install -U pip wheel && \
+    pip install setuptools
 
 # Install pip installable-stuff
 RUN ${PIP_INSTALL} \
diff --git a/Dockerfile-core-cuda10.0 b/Dockerfile-core-cuda10.0
deleted file mode 100644
index f1a2d60..0000000
--- a/Dockerfile-core-cuda10.0
+++ /dev/null
@@ -1,53 +0,0 @@
-FROM nvidia/cuda:10.0-cudnn7-runtime-ubuntu18.04
-
-ARG PIP_INSTALL="pip install --no-cache-dir"
-ARG OCRD_VERSION_MINIMUM="2.23.3"
-ENV LC_ALL=C.UTF-8 LANG=C.UTF-8
-ENV PIP_DEFAULT_TIMEOUT=120
-
-
-RUN echo "APT::Acquire::Retries \"3\";" > /etc/apt/apt.conf.d/80-retries && \
-    apt-get update && \
-    apt-get install -y \
-      curl xz-utils \
-      build-essential python3-dev \
-# For get-pip.py:
-      python3-distutils \
-# For add-apt-repository:
-      software-properties-common \
-# XML utils
-      libxml2-utils \
-      xmlstarlet \
-# OCR-D uses ImageMagick for pixel density estimation
-      imagemagick \
-    && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
-
-
-# Set up OCR-D logging
-RUN echo "setOverrideLogLevel(os.getenv('LOG_LEVEL', 'INFO'))" >/etc/ocrd_logging.py
-
-
-# Install pip (and setuptools)
-# We use get-pip.py here to avoid
-# a. having to upgrade from Ubuntu's pip
-# b. the dreaded "old script wrapper" error message
-RUN curl -sSL https://bootstrap.pypa.io/pip/3.6/get-pip.py -o get-pip.py && \
-    python3 get-pip.py && \
-    rm -f get-pip.py
-
-
-# Install pip installable-stuff
-RUN ${PIP_INSTALL} \
-        "ocrd >= ${OCRD_VERSION_MINIMUM}"
-
-
-# Check pip dependencies
-RUN pip check
-
-
-WORKDIR /data
-
-# Default command
-CMD ['ocrd']
diff --git a/Dockerfile-core-cuda10.1 b/Dockerfile-core-cuda10.1
deleted file mode 100644
index 569a567..0000000
--- a/Dockerfile-core-cuda10.1
+++ /dev/null
@@ -1,53 +0,0 @@
-FROM nvidia/cuda:10.1-cudnn7-runtime-ubuntu18.04
-
-ARG PIP_INSTALL="pip install --no-cache-dir"
-ARG OCRD_VERSION_MINIMUM="2.23.3"
-ENV LC_ALL=C.UTF-8 LANG=C.UTF-8
-ENV PIP_DEFAULT_TIMEOUT=120
-
-
-RUN echo "APT::Acquire::Retries \"3\";" > /etc/apt/apt.conf.d/80-retries && \
-    apt-get update && \
-    apt-get install -y \
-      curl xz-utils \
-      build-essential python3-dev \
-# For get-pip.py:
-      python3-distutils \
-# For add-apt-repository:
-      software-properties-common \
-# XML utils
-      libxml2-utils \
-      xmlstarlet \
-# OCR-D uses ImageMagick for pixel density estimation
-      imagemagick \
-    && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
-
-
-# Set up OCR-D logging
-RUN echo "setOverrideLogLevel(os.getenv('LOG_LEVEL', 'INFO'))" >/etc/ocrd_logging.py
-
-
-# Install pip (and setuptools)
-# We use get-pip.py here to avoid
-# a. having to upgrade from Ubuntu's pip
-# b. the dreaded "old script wrapper" error message
-RUN curl -sSL https://bootstrap.pypa.io/pip/3.6/get-pip.py -o get-pip.py && \
-    python3 get-pip.py && \
-    rm -f get-pip.py
-
-
-# Install pip installable-stuff
-RUN ${PIP_INSTALL} \
-        "ocrd >= ${OCRD_VERSION_MINIMUM}"
-
-
-# Check pip dependencies
-RUN pip check
-
-
-WORKDIR /data
-
-# Default command
-CMD ['ocrd']
diff --git a/Dockerfile-core-cuda12.1 b/Dockerfile-core-cuda12.1
new file mode 100644
index 0000000..c494a2c
--- /dev/null
+++ b/Dockerfile-core-cuda12.1
@@ -0,0 +1,70 @@
+FROM nvidia/cuda:12.1.0-cudnn8-runtime-ubuntu22.04
+
+ARG PIP_INSTALL="pip install --no-cache-dir"
+ARG OCRD_VERSION_MINIMUM="2.47.0"
+ENV LC_ALL=C.UTF-8 LANG=C.UTF-8
+ENV PIP_DEFAULT_TIMEOUT=120
+
+
+RUN echo "APT::Acquire::Retries \"3\";" > /etc/apt/apt.conf.d/80-retries && \
+    apt-get update && \
+    apt-get install -y \
+      build-essential \
+      curl \
+      git \
+      xz-utils \
+      pkg-config \
+# For add-apt-repository:
+      software-properties-common \
+# XML utils
+      libxml2-utils \
+      xmlstarlet \
+# OCR-D uses ImageMagick for pixel density estimation
+      imagemagick \
+# pyenv builds
+# TODO: builder container?
+      libz-dev \
+      libssl-dev \
+      libbz2-dev \
+      liblzma-dev \
+      libncurses-dev \
+      libffi-dev \
+      libreadline-dev \
+      libsqlite3-dev \
+      libmagic-dev \
+    && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+
+# Set up OCR-D logging
+RUN echo "setOverrideLogLevel(os.getenv('LOG_LEVEL', 'INFO'))" >/etc/ocrd_logging.py
+
+
+# Install pyenv
+# TODO: do not run as root
+# TODO: does just saying "3.7" work as intended?
+ENV HOME=/root
+ENV PYENV_ROOT=/usr/local/share/pyenv
+ENV PATH=$PYENV_ROOT/shims:$PYENV_ROOT/bin:$PATH
+RUN \
+    git clone --depth=1 https://github.com/yyuu/pyenv.git $PYENV_ROOT && \
+    pyenv install 3.7 && \
+    pyenv global 3.7 && \
+    pyenv rehash && \
+    pip install -U pip wheel && \
+    pip install setuptools
+
+# Install pip installable-stuff
+RUN ${PIP_INSTALL} \
+        "ocrd >= ${OCRD_VERSION_MINIMUM}"
+
+
+# Check pip dependencies
+RUN pip check
+
+
+WORKDIR /data
+
+# Default command
+CMD ['ocrd']
diff --git a/Dockerfile-dinglehopper b/Dockerfile-dinglehopper
index d7c9bc1..765a1f2 100644
--- a/Dockerfile-dinglehopper
+++ b/Dockerfile-dinglehopper
@@ -1,14 +1,13 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
-ARG DINGLEHOPPER_COMMIT="dcc10c5"
+ARG DINGLEHOPPER_VERSION="0.9.2"
 
 
 # Build pip installable stuff
 RUN ${PIP_INSTALL} \
-# Now the real stuff:
-    https://github.com/qurator-spk/dinglehopper/archive/$DINGLEHOPPER_COMMIT.tar.gz
+        "dinglehopper == $DINGLEHOPPER_VERSION"
 
 
 # Check pip dependencies
diff --git a/Dockerfile-eynollah b/Dockerfile-eynollah
index 1ce84d2..6505174 100644
--- a/Dockerfile-eynollah
+++ b/Dockerfile-eynollah
@@ -1,8 +1,8 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core-cuda10.0:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core-cuda12.1:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
-ARG EYNOLLAH_VERSION="0.0.10"
+ARG EYNOLLAH_VERSION="0.3.0"
 
 
 # Build pip installable stuff
@@ -10,10 +10,6 @@ RUN ${PIP_INSTALL} \
     "eynollah == ${EYNOLLAH_VERSION}"
 
 
-# Copy OCR models
-COPY data/eynollah /var/lib/eynollah
-
-
 # Check pip dependencies
 RUN pip check
 
diff --git a/Dockerfile-ocrd_anybaseocr b/Dockerfile-ocrd_anybaseocr
index fb14dd7..6ce5d0e 100644
--- a/Dockerfile-ocrd_anybaseocr
+++ b/Dockerfile-ocrd_anybaseocr
@@ -1,5 +1,5 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core-cuda10.1:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core-cuda12.1:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
 ARG OCRD_ANYBASEOCR_VERSION="1.8.2"
diff --git a/Dockerfile-ocrd_calamari b/Dockerfile-ocrd_calamari
index fa38414..3b9d9cc 100644
--- a/Dockerfile-ocrd_calamari
+++ b/Dockerfile-ocrd_calamari
@@ -1,5 +1,5 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core-cuda10.1:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core-cuda12.1:$GIT_COMMIT
 
 
 # XXX https://github.com/OCR-D/core/issues/642
@@ -12,14 +12,6 @@ RUN ${PIP_INSTALL} \
         "ocrd_calamari == $OCRD_CALAMARI_VERSION"
 
 
-# Copy OCR models
-RUN mkdir -p /var/lib/calamari-models/GT4HistOCR
-COPY data/calamari-models/GT4HistOCR/2019-12-11T11_10+0100 /var/lib/calamari-models/GT4HistOCR/2019-12-11T11_10+0100
-# XXX experimental
-#COPY data/calamari-models/GT4HistOCR/2019-12-18T17_24+0100-with-augmentation-UNTESTED /var/lib/calamari-models/GT4HistOCR/2019-12-18T17_24+0100
-#COPY data/mirror/github.com/Calamari-OCR/calamari_models/gt4histocr                   /var/lib/calamari-models/GT4HistOCR-chreul
-
-
 # Check pip dependencies
 RUN pip check
 
diff --git a/Dockerfile-ocrd_calamari03 b/Dockerfile-ocrd_calamari03
index 43389ad..5a8be3d 100644
--- a/Dockerfile-ocrd_calamari03
+++ b/Dockerfile-ocrd_calamari03
@@ -1,5 +1,5 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core-cuda10.0:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core-cuda12.1:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
 
@@ -13,12 +13,6 @@ RUN ${PIP_INSTALL} \
         'ocrd_calamari == 0.0.7'
 
 
-# Copy OCR models
-RUN mkdir -p /var/lib/calamari-models/GT4HistOCR
-COPY data/calamari-models/GT4HistOCR/2019-07-22T15_49+0200 /var/lib/calamari-models/GT4HistOCR/2019-07-22T15_49+0200
-
-
-
 # Check pip dependencies
 RUN pip check
 
diff --git a/Dockerfile-ocrd_cis b/Dockerfile-ocrd_cis
index 5790d74..e967893 100644
--- a/Dockerfile-ocrd_cis
+++ b/Dockerfile-ocrd_cis
@@ -1,5 +1,5 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
 ARG OCRD_CIS_VERSION="0.1.5"
diff --git a/Dockerfile-ocrd_fileformat b/Dockerfile-ocrd_fileformat
index 0275598..060f79c 100644
--- a/Dockerfile-ocrd_fileformat
+++ b/Dockerfile-ocrd_fileformat
@@ -1,5 +1,5 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
 ARG OCRD_FILEFORMAT_VERSION="0.5.0"
diff --git a/Dockerfile-ocrd_olena b/Dockerfile-ocrd_olena
index b9f2dcc..7d74145 100644
--- a/Dockerfile-ocrd_olena
+++ b/Dockerfile-ocrd_olena
@@ -1,5 +1,5 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
 ARG OCRD_OLENA_VERSION="1.3.0"
@@ -26,6 +26,7 @@ RUN curl -sSL --retry 3 -o ocrd_olena.tar.gz https://github.com/OCR-D/ocrd_olena
    cd ocrd_olena && \
    sed -i 's/^install: deps$/install:/' Makefile && \
    ${PIP_INSTALL} ocrd && \
+   make deps-ubuntu && \
    make install PREFIX=/usr/local && \
    cd .. && rm -rf ocrd_olena ocrd_olena.tar.gz
 
diff --git a/Dockerfile-ocrd_segment b/Dockerfile-ocrd_segment
index 2dfee9e..44699ff 100644
--- a/Dockerfile-ocrd_segment
+++ b/Dockerfile-ocrd_segment
@@ -1,5 +1,5 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
 ARG OCRD_SEGMENT_VERSION="0.1.21"
diff --git a/Dockerfile-ocrd_tesserocr b/Dockerfile-ocrd_tesserocr
index 32b8e45..c046cfc 100644
--- a/Dockerfile-ocrd_tesserocr
+++ b/Dockerfile-ocrd_tesserocr
@@ -1,15 +1,17 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
 ARG TESSDATA_BEST_VERSION="4.0.0"
-ARG OCRD_TESSEROCR_VERSION="0.16.0"
+ARG OCRD_TESSEROCR_VERSION="0.17.0"
 ENV TESSDATA_PREFIX /usr/local/share/tessdata
 
 
 # Install Leptonica and Tesseract.
-RUN add-apt-repository ppa:alex-p/tesseract-ocr && \
-    apt-get update && \
+# TODO: Review if alex-p's repo is still necessary on jammy (jammy has 4.1.1,
+# alex-p has 4.1.3, but not for jammy.)
+# RUN add-apt-repository ppa:alex-p/tesseract-ocr && \
+RUN apt-get update && \
     apt-get install -y \
         tesseract-ocr \
         libtesseract-dev \
@@ -17,18 +19,10 @@ RUN add-apt-repository ppa:alex-p/tesseract-ocr && \
     apt-get clean && rm -rf /var/lib/apt/lists/*
 
 
-# Copy OCR models
-RUN mkdir -p $TESSDATA_PREFIX
-ADD data/mirror/github.com/tesseract-ocr/tessdata_best/archive/${TESSDATA_BEST_VERSION}-repacked.tar.gz $TESSDATA_PREFIX/
-COPY data/tesseract-models/GT4HistOCR/GT4HistOCR_2000000.traineddata $TESSDATA_PREFIX/
-RUN curl -sSL -O https://ub-backup.bib.uni-mannheim.de/~stweil/ocrd-train/data/Fraktur_5000000/tessdata_fast/Fraktur_50000000.502_198857.traineddata && \
-    mv *.traineddata $TESSDATA_PREFIX/
-
 # Build pip installable stuff
 RUN ${PIP_INSTALL} \
     "ocrd_tesserocr == ${OCRD_TESSEROCR_VERSION}"
 
-
 # Check pip dependencies
 RUN pip check
 
diff --git a/Dockerfile-ocrd_trocr b/Dockerfile-ocrd_trocr
new file mode 100644
index 0000000..fc05759
--- /dev/null
+++ b/Dockerfile-ocrd_trocr
@@ -0,0 +1,18 @@
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core:$GIT_COMMIT
+
+ARG PIP_INSTALL="pip install --no-cache-dir"
+ARG OCRD_TROCR_COMMIT="250ff1c"
+
+
+# Build pip installable stuff
+RUN ${PIP_INSTALL} \
+    https://github.com/qurator-spk/ocrd_trocr/archive/$OCRD_TROCR_COMMIT.tar.gz
+
+
+# Check pip dependencies
+RUN pip check
+
+
+# Default command
+CMD ["ocrd-trocr-recognize"]
diff --git a/Dockerfile-ocrd_wrap b/Dockerfile-ocrd_wrap
index d38bc2c..518d306 100644
--- a/Dockerfile-ocrd_wrap
+++ b/Dockerfile-ocrd_wrap
@@ -1,5 +1,5 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
 ARG OCRD_WRAP_VERSION="0.1.7"
diff --git a/Dockerfile-sbb_binarization b/Dockerfile-sbb_binarization
index ff298ca..103b8de 100644
--- a/Dockerfile-sbb_binarization
+++ b/Dockerfile-sbb_binarization
@@ -1,5 +1,5 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core-cuda10.0:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core-cuda12.1:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
 ARG SBB_BINARIZATION_VERSION="0.0.10"
@@ -11,10 +11,6 @@ RUN ${PIP_INSTALL} \
     "sbb_binarization == $SBB_BINARIZATION_VERSION"
 
 
-# Copy models
-COPY data/sbb_binarization/2021-03-09 /var/lib/sbb_binarization
-
-
 # Check pip dependencies
 RUN pip check
 
diff --git a/Dockerfile-sbb_textline_detector b/Dockerfile-sbb_textline_detector
index d206131..0569ab8 100644
--- a/Dockerfile-sbb_textline_detector
+++ b/Dockerfile-sbb_textline_detector
@@ -1,5 +1,5 @@
-ARG DRONE_COMMIT="latest"
-FROM quratorspk/ocrd-galley-core-cuda10.0:$DRONE_COMMIT
+ARG GIT_COMMIT="latest"
+FROM quratorspk/ocrd-galley-core-cuda12.1:$GIT_COMMIT
 
 ARG PIP_INSTALL="pip install --no-cache-dir"
 ARG SBB_TEXTLINE_DETECTOR_COMMIT="c4df3d6"
@@ -12,10 +12,6 @@ RUN ${PIP_INSTALL} \
     https://github.com/qurator-spk/sbb_textline_detector/archive/$SBB_TEXTLINE_DETECTOR_COMMIT.tar.gz
 
 
-# Copy OCR models
-COPY data/textline_detection /var/lib/textline_detection
-
-
 # Check pip dependencies
 RUN pip check
 
diff --git a/README-DEV.md b/README-DEV.md
index fc78890..6fa07e4 100644
--- a/README-DEV.md
+++ b/README-DEV.md
@@ -3,7 +3,6 @@ How to add a processor
 * Add model download to `build` (if necessary)
 * Add a Dockerfile
 * Add commands to `wrapper/qurator/ocrd_galley/cli.py`
-* Add to `.drone.star`
 
 Releasing
 ---------
@@ -27,3 +26,12 @@ issue should be open that reminds us to go back to a versioned release again.
 
 Other than relying on "proper releases", this also has a second purpose: Review
 releases of qurator-spk releases.
+
+
+Test builds
+-----------
+XXX Review this
+```
+GIT_COMMIT=test ./build Dockerfile-core Dockerfile-ocrd_tesserocr
+DOCKER_IMAGE_TAG=test ./test-ocrd_tesserocr.sh
+```
diff --git a/README.md b/README.md
index 65e6e3e..e39581b 100644
--- a/README.md
+++ b/README.md
@@ -29,14 +29,9 @@ including all dependencies in Docker.
 
 How to use
 ----------
-**Currently, due to problems with the Travis CI, we do not provide pre-built
-containers anymore.***
-
-To build the containers yourself using Docker:
-~~~
-cd ~/devel/ocrd-galley/
-./build
-~~~
+ocrd-galley uses Docker to run the OCR-D images. We provide pre-built container
+images that get downloaded automatically when you run the provided wrappers for
+the OCR-D processors.
 
 You can then install the wrappers into a Python venv:
 ~~~
@@ -44,9 +39,13 @@ cd ~/devel/ocrd-galley/wrapper
 pip install .
 ~~~
 
+To download models, you need to use the `-a` flag of `ocrd resmgr`:
+~~~
+ocrd resmgr download -a ocrd-calamari-recognize default
+~~~
+
 You may then use the script `my_ocrd_workflow` to use your self-built
 containers on an example workspace:
-
 ~~~
 # Download an example workspace
 cd /tmp
@@ -110,3 +109,11 @@ cd workspace-xxxxx  # output by the last command
 ~~~
 
 This produces a workspace from the files and then runs the OCR workflow on it.
+
+Build the containers yourself
+-----------------------------
+To build the containers yourself using Docker:
+~~~
+cd ~/devel/ocrd-galley/
+./build
+~~~
diff --git a/build b/build
index 3c713e5..96835cb 100755
--- a/build
+++ b/build
@@ -22,38 +22,10 @@ echo "$sub_images"
 echo
 
 
-
-DATA_SUBDIR=data
-get_from_annex() {
-  annex_get 'calamari-models/GT4HistOCR/2019-07-22T15_49+0200/*.ckpt*'
-  annex_get 'calamari-models/GT4HistOCR/2019-12-11T11_10+0100/*.ckpt*'
-  annex_get 'calamari-models/GT4HistOCR/2019-12-18T17_24+0100*/*.ckpt*'
-  annex_get 'mirror/github.com/Calamari-OCR/calamari_models/gt4histocr/*.ckpt*'
-  annex_get 'tesseract-models/GT4HistOCR/*.traineddata'
-  annex_get 'textline_detection/*.h5'
-  annex_get 'mirror/github.com/tesseract-ocr/tessdata_best/archive/4.0.0-repacked.tar.gz'
-  annex_get 'sbb_binarization/2021-03-09/*.h5'
-  annex_get 'eynollah/*.h5'
-}
-get_from_web() {
-  download_to 'https://qurator-data.de/calamari-models/GT4HistOCR/model.tar.xz' 'calamari-models/GT4HistOCR/2019-07-22T15_49+0200'
-  download_to 'https://qurator-data.de/calamari-models/GT4HistOCR/2019-12-11T11_10+0100/model.tar.xz' 'calamari-models/GT4HistOCR/2019-12-11T11_10+0100'
-  download_to 'https://qurator-data.de/tesseract-models/GT4HistOCR/models.tar'  'tesseract-models/GT4HistOCR'
-  download_to 'https://qurator-data.de/sbb_textline_detector/models.tar.gz'     'textline_detection'
-  download_to --strip-components 1 'https://qurator-data.de/sbb_binarization/2021-03-09/models.tar.gz' 'sbb_binarization/2021-03-09'
-  download_to --no-unpack 'https://qurator-data.de/mirror/github.com/tesseract-ocr/tessdata_best/archive/4.0.0-repacked.tar.gz' 'mirror/github.com/tesseract-ocr/tessdata_best/archive/4.0.0-repacked.tar.gz'
-  download_to --strip-components 1 'https://qurator-data.de/eynollah/models_eynollah.tar.gz' 'eynollah'
-}
-. $self_dir/qurator_data_lib.sh
-handle_data
-
-
-
 # Update base images if we build a core image
 if echo "$sub_images" | grep -q core; then
-  docker pull ubuntu:18.04
-  docker pull nvidia/cuda:10.0-cudnn7-runtime-ubuntu18.04
-  docker pull nvidia/cuda:10.1-cudnn7-runtime-ubuntu18.04
+  docker pull ubuntu:22.04
+  docker pull nvidia/cuda:12.1.0-cudnn8-runtime-ubuntu22.04
 fi
 
 for sub_image in $sub_images; do
diff --git a/build-tmp-XXX b/build-tmp-XXX
deleted file mode 100755
index 0072aa3..0000000
--- a/build-tmp-XXX
+++ /dev/null
@@ -1,18 +0,0 @@
-#!/bin/bash -x
-set -e
-
-self=`realpath $0`
-self_dir=`dirname "$self"`
-
-DATA_SUBDIR=data
-get_from_web() {
-  download_to 'https://qurator-data.de/calamari-models/GT4HistOCR/model.tar.xz' 'calamari-models/GT4HistOCR/2019-07-22T15_49+0200'
-  download_to 'https://qurator-data.de/calamari-models/GT4HistOCR/2019-12-11T11_10+0100/model.tar.xz' 'calamari-models/GT4HistOCR/2019-12-11T11_10+0100'
-  download_to 'https://qurator-data.de/tesseract-models/GT4HistOCR/models.tar'  'tesseract-models/GT4HistOCR'
-  download_to 'https://qurator-data.de/sbb_textline_detector/models.tar.gz'     'textline_detection'
-  download_to --strip-components 1 'https://qurator-data.de/sbb_binarization/2021-03-09/models.tar.gz' 'sbb_binarization/2021-03-09'
-  download_to --no-unpack 'https://qurator-data.de/mirror/github.com/tesseract-ocr/tessdata_best/archive/4.0.0-repacked.tar.gz' 'mirror/github.com/tesseract-ocr/tessdata_best/archive/4.0.0-repacked.tar.gz'
-  download_to --strip-components 1 'https://qurator-data.de/eynollah/models_eynollah.tar.gz' 'eynollah'
-}
-. $self_dir/qurator_data_lib.sh
-handle_data
diff --git a/data b/data
deleted file mode 160000
index 9ab08a3..0000000
--- a/data
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit 9ab08a3626dde1d38dd622b65e425277cd029722
diff --git a/test-core.sh b/test-core.sh
new file mode 100755
index 0000000..04467cd
--- /dev/null
+++ b/test-core.sh
@@ -0,0 +1,14 @@
+#!/bin/sh
+set -ex
+
+test_id=`basename $0`
+cd `mktemp -d /tmp/$test_id-XXXXX`
+
+# Prepare test workspace
+wget https://qurator-data.de/examples/actevedef_718448162.first-page+binarization+segmentation.zip
+unzip actevedef_718448162.first-page+binarization+segmentation.zip
+cd actevedef_718448162.first-page+binarization+segmentation
+
+# Run tests
+ocrd workspace validate \
+   --page-coordinate-consistency off
diff --git a/test-dinglehopper.sh b/test-dinglehopper.sh
new file mode 100755
index 0000000..6cdcdf9
--- /dev/null
+++ b/test-dinglehopper.sh
@@ -0,0 +1,13 @@
+#!/bin/sh
+set -ex
+
+test_id=`basename $0`
+cd `mktemp -d /tmp/$test_id-XXXXX`
+
+# Prepare test workspace
+wget https://qurator-data.de/examples/actevedef_718448162.first-page+binarization+segmentation.zip
+unzip actevedef_718448162.first-page+binarization+segmentation.zip
+cd actevedef_718448162.first-page+binarization+segmentation
+
+# Run tests
+ocrd-dinglehopper -I OCR-D-GT-PAGE,OCR-D-SEG-LINE-SBB -O DINGLEHOPPER-TEST
diff --git a/test-ocrd_olena.sh b/test-ocrd_olena.sh
new file mode 100755
index 0000000..73c940a
--- /dev/null
+++ b/test-ocrd_olena.sh
@@ -0,0 +1,12 @@
+#!/bin/sh
+set -ex
+
+cd `mktemp -d /tmp/test-ocrd_olena-XXXXX`
+
+# Prepare test workspace
+wget https://qurator-data.de/examples/actevedef_718448162.first-page+binarization+segmentation.zip
+unzip actevedef_718448162.first-page+binarization+segmentation.zip
+cd actevedef_718448162.first-page+binarization+segmentation
+
+# Run tests
+ocrd-olena-binarize -I OCR-D-IMG -O TEST-OLENA
diff --git a/test-ocrd_tesserocr.sh b/test-ocrd_tesserocr.sh
new file mode 100755
index 0000000..01dc89b
--- /dev/null
+++ b/test-ocrd_tesserocr.sh
@@ -0,0 +1,17 @@
+#!/bin/sh
+set -ex
+
+cd `mktemp -d /tmp/test-ocrd_tesserocr-XXXXX`
+
+# Prepare processors
+ocrd resmgr download ocrd-tesserocr-recognize Fraktur_GT4HistOCR.traineddata
+
+# Prepare test workspace
+wget https://qurator-data.de/examples/actevedef_718448162.first-page+binarization+segmentation.zip
+unzip actevedef_718448162.first-page+binarization+segmentation.zip
+cd actevedef_718448162.first-page+binarization+segmentation
+
+# Run tests
+ocrd-tesserocr-segment-region -I OCR-D-IMG-BIN      -O TEST-TESS-SEG-REG
+ocrd-tesserocr-segment-line   -I TEST-TESS-SEG-REG  -O TEST-TESS-SEG-LINE
+ocrd-tesserocr-recognize      -I TEST-TESS-SEG-LINE -O TEST-TESS-OCR       -P model Fraktur_GT4HistOCR
diff --git a/test-ocrd_trocr.sh b/test-ocrd_trocr.sh
new file mode 100755
index 0000000..2c19376
--- /dev/null
+++ b/test-ocrd_trocr.sh
@@ -0,0 +1,14 @@
+#!/bin/sh
+set -ex
+
+cd `mktemp -d /tmp/test-ocrd_trocr-XXXXX`
+
+# Prepare processors
+
+# Prepare test workspace
+wget https://qurator-data.de/examples/actevedef_718448162.first-page+binarization+segmentation.zip
+unzip actevedef_718448162.first-page+binarization+segmentation.zip
+cd actevedef_718448162.first-page+binarization+segmentation
+
+# Run tests
+ocrd-trocr-recognize      -I OCR-D-SEG-LINE-SBB -O TEST-TROCR
diff --git a/wrapper/qurator/ocrd_galley/__init__.py b/wrapper/qurator/ocrd_galley/__init__.py
index a5bd848..e69de29 100644
--- a/wrapper/qurator/ocrd_galley/__init__.py
+++ b/wrapper/qurator/ocrd_galley/__init__.py
@@ -1 +0,0 @@
-from .cli import *
diff --git a/wrapper/qurator/ocrd_galley/cli.py b/wrapper/qurator/ocrd_galley/cli.py
index d6e6ab8..9423c61 100644
--- a/wrapper/qurator/ocrd_galley/cli.py
+++ b/wrapper/qurator/ocrd_galley/cli.py
@@ -1,61 +1,48 @@
 import os
 import subprocess
 import sys
+import colorama
+from pathlib import Path
+from termcolor import colored
 
+from .sub_images import sub_images
 
 DOCKER_IMAGE_PREFIX = os.environ.get("DOCKER_IMAGE_PREFIX", "quratorspk/ocrd-galley")
 DOCKER_IMAGE_TAG = os.environ.get("DOCKER_IMAGE_TAG", "latest")
 LOG_LEVEL = os.environ.get("LOG_LEVEL", "INFO")
 
+# xdg-user-dirs is only available under Python 3.10+ etc. pp. → it is simpler
+# to just roll it on our own.
+XDG_CONFIG_HOME = os.environ.get("XDG_CONFIG_HOME", Path.home() / ".config")
+XDG_DATA_HOME = os.environ.get("XDG_DATA_HOME", Path.home() / ".local" / "share")
+XDG_CACHE_HOME = os.environ.get("XDG_CACHE_HOME", Path.home() / ".cache")
 
-sub_images = {
-        "ocrd": "core",
-        "ocrd-olena-binarize": "ocrd_olena",
-        "ocrd-sbb-binarize": "sbb_binarization",
-        "ocrd-sbb-textline-detector": "sbb_textline_detector",
-        "ocrd-calamari-recognize": "ocrd_calamari",
-        "ocrd-calamari-recognize03": "ocrd_calamari03",
-        "ocrd-tesserocr-segment-region": "ocrd_tesserocr",
-        "ocrd-tesserocr-segment-line": "ocrd_tesserocr",
-        "ocrd-tesserocr-recognize": "ocrd_tesserocr",
-        "ocrd-dinglehopper": "dinglehopper",
-        "ocrd-cis-ocropy-clip": "ocrd_cis",
-        "ocrd-cis-ocropy-resegment": "ocrd_cis",
-        "ocrd-cis-ocropy-segment": "ocrd_cis",
-        "ocrd-cis-ocropy-deskew": "ocrd_cis",
-        "ocrd-cis-ocropy-denoise": "ocrd_cis",
-        "ocrd-cis-ocropy-binarize": "ocrd_cis",
-        "ocrd-cis-ocropy-dewarp": "ocrd_cis",
-        "ocrd-cis-ocropy-recognize": "ocrd_cis",
-        "ocrd-fileformat-transform": "ocrd_fileformat",
-        "ocrd-segment-extract-pages": "ocrd_segment",
-        "ocrd-segment-extract-regions": "ocrd_segment",
-        "ocrd-segment-extract-lines": "ocrd_segment",
-        "ocrd-segment-from-masks": "ocrd_segment",
-        "ocrd-segment-from-coco": "ocrd_segment",
-        "ocrd-segment-repair": "ocrd_segment",
-        "ocrd-segment-evaluate": "ocrd_segment",
-        "ocrd-preprocess-image": "ocrd_wrap",
-        "ocrd-skimage-normalize": "ocrd_wrap",
-        "ocrd-skimage-denoise-raw": "ocrd_wrap",
-        "ocrd-skimage-binarize": "ocrd_wrap",
-        "ocrd-skimage-denoise": "ocrd_wrap",
-        "ocrd-eynollah-segment": "eynollah",
-        "ocrd-anybaseocr-crop": "ocrd_anybaseocr",
-        "ocrd-anybaseocr-deskew": "ocrd_anybaseocr",
-
-        # non OCR-D CLI
-        "ocr-transform": "ocrd_fileformat",
-}
-
+# ocrd_tesserocr
+TESSDATA_PREFIX = XDG_DATA_HOME / "ocrd-resources" / "ocrd-tesserocr-recognize"
 
 def main():
+    colorama.init()
+
     argv = sys.argv.copy()
     argv[0] = os.path.basename(argv[0])
 
-    sub_image = sub_images[argv[0]]
+    # If we're running ocrd resmgr download we need to run the correct subimage.
+    if argv[:3] == ["ocrd", "resmgr", "download"] or \
+       argv[:3] == ["ocrd", "resmgr", "list-available"]:
+        # Default to the base image
+        sub_image = sub_images[argv[0]]
+        # But look for a match of the executable
+        for x in argv[3:]:
+            if x in sub_images:
+                sub_image = sub_images[x]
+                break
+    else:
+        sub_image = sub_images[argv[0]]
+
     docker_image = "%s-%s:%s" % (DOCKER_IMAGE_PREFIX, sub_image, DOCKER_IMAGE_TAG)
 
+    if DOCKER_IMAGE_TAG != "latest":
+        print(colored(f"Using {docker_image}", 'red'))
     docker_run(argv, docker_image)
 
 
@@ -67,6 +54,29 @@ def docker_run(argv, docker_image):
     docker_run_options.extend(["-e", "LOG_LEVEL=%s" % LOG_LEVEL])
     docker_run_options.extend(["-e", "_OCRD_COMPLETE"])
 
+    # home directory
+    docker_run_options.extend(["-e", "HOME=%s" % Path.home()])
+
+    # .config
+    docker_run_options.extend(["-e", "XDG_CONFIG_HOME=%s" % XDG_CONFIG_HOME])
+    docker_run_options.extend(["--mount", "type=bind,src=%s,target=%s" %
+        (XDG_CONFIG_HOME, XDG_CONFIG_HOME)])
+    # .local/share
+    docker_run_options.extend(["-e", "XDG_DATA_HOME=%s" % XDG_DATA_HOME])
+    docker_run_options.extend(["--mount", "type=bind,src=%s,target=%s" %
+        (XDG_DATA_HOME, XDG_DATA_HOME)])
+    # .cache
+    docker_run_options.extend(["-e", "XDG_CACHE_HOME=%s" % XDG_CACHE_HOME])
+    docker_run_options.extend(["--mount", "type=bind,src=%s,target=%s" %
+        (XDG_CACHE_HOME, XDG_CACHE_HOME)])
+    # .huggingface
+    os.makedirs(Path.home() / ".huggingface", exist_ok=True)
+    docker_run_options.extend(["--mount", "type=bind,src=%s,target=%s" %
+        (Path.home() / ".huggingface", Path("/root") / ".huggingface")])
+
+    # ocrd_tesserocr
+    docker_run_options.extend(["-e", "TESSDATA_PREFIX=%s" % TESSDATA_PREFIX])
+
     # JAVA_TOOL_OPTIONS is used for Java proxy settings
     if os.environ.get("JAVA_TOOL_OPTIONS"):
         docker_run_options.extend(["-e", "JAVA_TOOL_OPTIONS"])
diff --git a/wrapper/qurator/ocrd_galley/sub_images.py b/wrapper/qurator/ocrd_galley/sub_images.py
new file mode 100644
index 0000000..aaea945
--- /dev/null
+++ b/wrapper/qurator/ocrd_galley/sub_images.py
@@ -0,0 +1,40 @@
+sub_images = {
+        "ocrd": "core",
+        "ocrd-olena-binarize": "ocrd_olena",
+        "ocrd-sbb-binarize": "sbb_binarization",
+        "ocrd-sbb-textline-detector": "sbb_textline_detector",
+        "ocrd-calamari-recognize": "ocrd_calamari",
+        "ocrd-calamari-recognize03": "ocrd_calamari03",
+        "ocrd-tesserocr-segment-region": "ocrd_tesserocr",
+        "ocrd-tesserocr-segment-line": "ocrd_tesserocr",
+        "ocrd-tesserocr-recognize": "ocrd_tesserocr",
+        "ocrd-dinglehopper": "dinglehopper",
+        "ocrd-cis-ocropy-clip": "ocrd_cis",
+        "ocrd-cis-ocropy-resegment": "ocrd_cis",
+        "ocrd-cis-ocropy-segment": "ocrd_cis",
+        "ocrd-cis-ocropy-deskew": "ocrd_cis",
+        "ocrd-cis-ocropy-denoise": "ocrd_cis",
+        "ocrd-cis-ocropy-binarize": "ocrd_cis",
+        "ocrd-cis-ocropy-dewarp": "ocrd_cis",
+        "ocrd-cis-ocropy-recognize": "ocrd_cis",
+        "ocrd-fileformat-transform": "ocrd_fileformat",
+        "ocrd-segment-extract-pages": "ocrd_segment",
+        "ocrd-segment-extract-regions": "ocrd_segment",
+        "ocrd-segment-extract-lines": "ocrd_segment",
+        "ocrd-segment-from-masks": "ocrd_segment",
+        "ocrd-segment-from-coco": "ocrd_segment",
+        "ocrd-segment-repair": "ocrd_segment",
+        "ocrd-segment-evaluate": "ocrd_segment",
+        "ocrd-preprocess-image": "ocrd_wrap",
+        "ocrd-skimage-normalize": "ocrd_wrap",
+        "ocrd-skimage-denoise-raw": "ocrd_wrap",
+        "ocrd-skimage-binarize": "ocrd_wrap",
+        "ocrd-skimage-denoise": "ocrd_wrap",
+        "ocrd-eynollah-segment": "eynollah",
+        "ocrd-anybaseocr-crop": "ocrd_anybaseocr",
+        "ocrd-anybaseocr-deskew": "ocrd_anybaseocr",
+        "ocrd-trocr-recognize": "ocrd_trocr",
+
+        # non OCR-D CLI
+        "ocr-transform": "ocrd_fileformat",
+}
diff --git a/wrapper/requirements.txt b/wrapper/requirements.txt
new file mode 100644
index 0000000..a994db4
--- /dev/null
+++ b/wrapper/requirements.txt
@@ -0,0 +1,2 @@
+colorama
+termcolor
diff --git a/wrapper/setup.py b/wrapper/setup.py
index facee4c..3ec8cb9 100644
--- a/wrapper/setup.py
+++ b/wrapper/setup.py
@@ -1,9 +1,12 @@
 from io import open
 from setuptools import find_packages, setup
 
-from qurator.ocrd_galley.cli import sub_images
+from qurator.ocrd_galley.sub_images import sub_images
 console_scripts = ["%s=qurator.ocrd_galley.cli:main" % command for command in sub_images.keys()]
 
+with open("requirements.txt") as fp:
+    install_requires = fp.read()
+
 setup(
     name="ocrd-galley",
     author="Mike Gerber, The QURATOR SPK Team",
@@ -13,6 +16,7 @@ setup(
     license="Apache",
     packages=find_packages(exclude=["*.tests", "*.tests.*", "tests.*", "tests"]),
     namespace_packages=["qurator"],
+    install_requires=install_requires,
     entry_points={
         "console_scripts": console_scripts,
     },