diff --git a/ocrmypdf/pageinfo.py b/ocrmypdf/pageinfo.py
index 99ca8519..54d73d73 100644
--- a/ocrmypdf/pageinfo.py
+++ b/ocrmypdf/pageinfo.py
@@ -172,7 +172,8 @@ def _get_dpi(ctm_shorthand, image_size):
     return (dpi_w, dpi_h)
 
 
-def _find_page_images(page, pageinfo, contentsinfo):
+def _find_page_inline_images(page, pageinfo, contentsinfo):
+    "Find inline images on the page"
 
     for n, im in enumerate(contentsinfo.inline_images):
         settings, shorthand = im
@@ -195,7 +196,10 @@ def _find_page_images(page, pageinfo, contentsinfo):
         image['dpi_w'], image['dpi_h'] = Decimal(dpi_w), Decimal(dpi_h)
         yield image
 
-    # Look for XObject (out of line images)
+
+def _find_page_regular_images(page, pageinfo, contentsinfo):
+    "Find images stored in XObject resources"
+
     try:
         page['/Resources']['/XObject']
     except KeyError:
@@ -248,6 +252,11 @@ def _find_page_images(page, pageinfo, contentsinfo):
         yield image
 
 
+def _find_page_images(page, pageinfo, contentsinfo):
+    yield from _find_page_inline_images(page, pageinfo, contentsinfo)
+    yield from _find_page_regular_images(page, pageinfo, contentsinfo)
+
+
 def _page_has_text(pdf, page):
     # Simple test
     text = page.extractText()