diff --git a/sbb_binarize/ocrd-tool.json b/sbb_binarize/ocrd-tool.json
index e7ca0c8..5bdf10f 100644
--- a/sbb_binarize/ocrd-tool.json
+++ b/sbb_binarize/ocrd-tool.json
@@ -4,7 +4,7 @@
   "tools": {
     "ocrd-sbb-binarize": {
       "executable": "ocrd-sbb-binarize",
-      "description": "Smart binarization with sbb_binarization",
+      "description": "Pixelwise binarization with selectional auto-encoders in Keras",
       "categories": ["Image preprocessing"],
       "steps": ["preprocessing/optimization/binarization"],
       "input_file_grp": [],
diff --git a/setup.py b/setup.py
index 156f50d..2ad6418 100644
--- a/setup.py
+++ b/setup.py
@@ -11,7 +11,7 @@ install_requires = open('requirements.txt').read().split('\n')
 setup(
     name='sbb_binarization',
     version=version,
-    description='Binarization with ',
+    description='Pixelwise binarization with selectional auto-encoders in Keras',
     long_description=open('README.md').read(),
     long_description_content_type='text/markdown',
     author='Vahid Rezanezhad',