diff --git a/qurator/__init__.py b/qurator/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/qurator/eynollah/__init__.py b/qurator/eynollah/__init__.py
index 8b13789..e69de29 100644
--- a/qurator/eynollah/__init__.py
+++ b/qurator/eynollah/__init__.py
@@ -1 +0,0 @@
-
diff --git a/qurator/eynollah/processor.py b/qurator/eynollah/processor.py
index ccec456..bf76295 100644
--- a/qurator/eynollah/processor.py
+++ b/qurator/eynollah/processor.py
@@ -33,6 +33,7 @@ def process(self):
         LOG = getLogger('eynollah')
         assert_file_grp_cardinality(self.input_file_grp, 1)
         assert_file_grp_cardinality(self.output_file_grp, 1)
+        models = None
         for n, input_file in enumerate(self.input_files):
             page_id = input_file.pageId or input_file.ID
             LOG.info("INPUT FILE %s (%d/%d) ", page_id, n + 1, len(self.input_files))
@@ -40,9 +41,18 @@ def process(self):
             LOG.debug('width %s height %s', pcgts.get_Page().imageWidth, pcgts.get_Page().imageHeight)
             self.add_metadata(pcgts)
             page = pcgts.get_Page()
+            # if not('://' in page.imageFilename):
+            #     image_filename = next(self.workspace.mets.find_files(local_filename=page.imageFilename)).local_filename
+            # else:
+            #     # could be a URL with file:// or truly remote
+            #     image_filename = self.workspace.download_file(next(self.workspace.mets.find_files(url=page.imageFilename))).local_filename
             # XXX loses DPI information
-            # page_image, _, _ = self.workspace.image_from_page(page, page_id, feature_filter='binarized')
-            image_filename = self.workspace.download_file(next(self.workspace.mets.find_files(url=page.imageFilename))).local_filename
+            page_image, _, _ = self.workspace.image_from_page(
+                page, page_id,
+                # avoid any features that would change the coordinate system: cropped,deskewed
+                # (the PAGE builder merely adds regions, so afterwards we would not know which to transform)
+                # also avoid binarization as models usually fare better on grayscale/RGB
+                feature_filter='cropped,deskewed,binarized')
             eynollah_kwargs = {
                 'dir_models': self.resolve_resource(self.parameter['models']),
                 'allow_enhancement': False,
@@ -54,9 +64,14 @@ def process(self):
                 'override_dpi': self.parameter['dpi'],
                 'logger': LOG,
                 'pcgts': pcgts,
-                'image_filename': image_filename
+                'image_filename': page.imageFilename,
+                'image_pil': page_image
                 }
-            Eynollah(**eynollah_kwargs).run()
+            eynollah = Eynollah(**eynollah_kwargs)
+            if models is not None:
+                # reuse loaded models from previous page
+                eynollah.models = models
+            pcgts = eynollah.run()
             file_id = make_file_id(input_file, self.output_file_grp)
             pcgts.set_pcGtsId(file_id)
             self.workspace.add_file(
diff --git a/qurator/eynollah/utils/pil_cv2.py b/qurator/eynollah/utils/pil_cv2.py
index 20dc22f..83ae47d 100644
--- a/qurator/eynollah/utils/pil_cv2.py
+++ b/qurator/eynollah/utils/pil_cv2.py
@@ -16,7 +16,7 @@ def pil2cv(img):
 
 def check_dpi(img):
     try:
-        if isinstance(img, Image.__class__):
+        if isinstance(img, Image.Image):
             pil_image = img
         elif isinstance(img, str):
             pil_image = Image.open(img)
diff --git a/setup.py b/setup.py
index 807eae7..af8a321 100644
--- a/setup.py
+++ b/setup.py
@@ -1,4 +1,4 @@
-from setuptools import find_namespace_packages, find_packages, setup
+from setuptools import setup, find_namespace_packages
 from json import load
 
 install_requires = open('requirements.txt').read().split('\n')
@@ -13,7 +13,7 @@
     author='Vahid Rezanezhad',
     url='https://github.com/qurator-spk/eynollah',
     license='Apache License 2.0',
-    packages=find_packages(exclude=['tests']),
+    packages=find_namespace_packages(include=['qurator']),
     install_requires=install_requires,
     package_data={
         '': ['*.json']