diff --git a/image_prediction/pipeline.py b/image_prediction/pipeline.py
index 6d29ac7..019cf73 100644
--- a/image_prediction/pipeline.py
+++ b/image_prediction/pipeline.py
@@ -1,6 +1,7 @@
 import os
 from functools import partial
 from itertools import chain, tee
+from typing import Iterable
 
 from funcy import rcompose, first, compose, second, chunks, identity, rpartial
 from tqdm import tqdm
@@ -15,6 +16,7 @@ from image_prediction.default_objects import (
 )
 from image_prediction.locations import MLRUNS_DIR
 from image_prediction.utils.generic import lift, starlift
+from pdf2img.extraction import extract_images_per_page
 
 os.environ["TF_CPP_MIN_LOG_LEVEL"] = "3"
 
@@ -61,6 +63,12 @@ class Pipeline:
             join,  # ... the streams by zipping
             reformat,  # ... the items
         )
+        self.pipe_for_scanned_pdf = rcompose(
+            extract_from_scanned,
+            pairwise_apply(classify, represent, identity),  # ... apply functions to the streams pairwise
+            join,  # ... the streams by zipping
+            reformat,  # ... the items
+        )
 
     def __call__(self, pdf: bytes, page_range: range = None):
         yield from tqdm(
@@ -69,3 +77,10 @@ class Pipeline:
             unit=" images",
             disable=not self.verbose,
         )
+
+
+def extract_from_scanned(pdf: bytes, bbox_info_per_page: Iterable[dict]):
+    images = extract_images_per_page(pdf, bbox_info_per_page)
+    for page_images, page_info in zip(images, bbox_info_per_page):
+        metadata_per_image = page_info["bboxes"]
+        metadata_per_image =
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