diff --git a/.circleci/config.yml b/.circleci/config.yml
index ca93957..8f02829 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -9,14 +9,13 @@ jobs:
       - checkout
       - restore_cache:
           keys:
-            - model-cache
+            - ocrd-resources-{{ checksum "requirements.txt" }}-{{ checksum "Makefile" }}
+      - run: make install
       - run: make model
       - save_cache:
-          key: model-cache
+          key: ocrd-resources-{{ checksum "requirements.txt" }}-{{ checksum "Makefile" }}
           paths:
-            models.tar.gz
-            models
-      - run: make install
+            ocrd-resources
       - run: git submodule update --init
       - run: make test
 
@@ -27,14 +26,13 @@ jobs:
       - checkout
       - restore_cache:
           keys:
-            - model-cache
+            - ocrd-resources-{{ checksum "requirements.txt" }}-{{ checksum "Makefile" }}
+      - run: make install
       - run: make model
       - save_cache:
-          key: model-cache
+          key: ocrd-resources-{{ checksum "requirements.txt" }}-{{ checksum "Makefile" }}
           paths:
-            models.tar.gz
-            models
-      - run: make install
+            ocrd-resources
       - run: git submodule update --init
       - run: make test
 
diff --git a/Makefile b/Makefile
index 7d96752..8c44a32 100644
--- a/Makefile
+++ b/Makefile
@@ -1,6 +1,3 @@
-# Directory to store models
-MODEL_DIR = $(PWD)/models
-
 # BEGIN-EVAL makefile-parser --make-help Makefile
 
 help:
@@ -22,15 +19,11 @@ install:
 	pip install .
 
 # Downloads the pre-trained models from qurator-data.de
-model: $(MODEL_DIR)/model1_bin.h5
-
-$(MODEL_DIR)/model1_bin.h5: models.tar.gz
-	tar xf models.tar.gz
-
-models.tar.gz:
-	wget 'https://qurator-data.de/sbb_binarization/models.tar.gz'
+.PHONY: model
+model:
+	ocrd resmgr download --allow-uninstalled --location cwd ocrd-sbb-binarize default
 
 # Run tests
 test: model
-	cd repo/assets/data/kant_aufklaerung_1784/data; ocrd-sbb-binarize -I OCR-D-IMG -O BIN -P model $(MODEL_DIR)
-	cd repo/assets/data/kant_aufklaerung_1784-page-region/data; ocrd-sbb-binarize -I OCR-D-IMG -O BIN -P model $(MODEL_DIR) -P operation_level region
+	cd repo/assets/data/kant_aufklaerung_1784/data; ocrd-sbb-binarize -I OCR-D-IMG -O BIN -P model default
+	cd repo/assets/data/kant_aufklaerung_1784-page-region/data; ocrd-sbb-binarize -I OCR-D-IMG -O BIN -P model default -P operation_level region