diff --git a/test/unit_tests/image_stitcher_test.py b/test/unit_tests/image_stitcher_test.py
index ff0bb9f..894c3e5 100644
--- a/test/unit_tests/image_stitcher_test.py
+++ b/test/unit_tests/image_stitcher_test.py
@@ -1,3 +1,4 @@
+import abc
 import random
 from copy import deepcopy
 from itertools import chain
@@ -5,7 +6,7 @@ from operator import itemgetter
 
 import fpdf
 import pytest
-from funcy import juxt, merge, rpartial
+from funcy import juxt, merge, rpartial, compose
 
 from image_prediction.image_extractor.extractor import ImageMetadataPair
 from image_prediction.info import Info
@@ -30,11 +31,31 @@ def test_partial_image_metadata_pairs(patches_metadata, page_width, page_height)
     pdf.output("/tmp/bla.pdf")
 
 
+class SplitKeyMapper(abc.ABC):
+    def __init__(self, box: dict, keymap: dict):
+        self.box = box
+        self.keymap = keymap
+
+    def __getitem__(self, item):
+        return self.box[self.keymap[item]]
+
+    def __setitem__(self, key, value):
+        self.box[self.keymap[key]] = value
+
+
+class HorizontalKeyMapper(SplitKeyMapper):
+    def __init__(self, box: dict):
+        super().__init__(box, {"dim": Info.WIDTH, "c1": Info.X1, "c2": Info.X2})
+
+
+class VerticalKeyMapper(SplitKeyMapper):
+    def __init__(self, box: dict):
+        super().__init__(box, {"dim": Info.HEIGHT, "c1": Info.Y1, "c2": Info.Y2})
+
+
 class BoxSplitter:
     def __init__(self):
         self.__steps = None
-        self.__horiz_keymap = {"dim": Info.WIDTH, "c1": Info.X1, "c2": Info.X2}
-        self.__vert_keymap = {"dim": Info.HEIGHT, "c1": Info.Y1, "c2": Info.Y2}
 
     def split_box(self, box, steps=5):
         self.__steps = steps
@@ -64,34 +85,33 @@ class BoxSplitter:
         return map(rpartial(self.__split_recursively, step + 1), boxes)
 
     def __split_horizontal(self, box):
-        return self.__split_if_large_enough(box, self.__horiz_keymap)
+        return self.__split_if_large_enough(HorizontalKeyMapper(box))
 
     def __split_vertical(self, box):
-        return self.__split_if_large_enough(box, self.__vert_keymap)
+        return self.__split_if_large_enough(VerticalKeyMapper(box))
 
-    def __split_if_large_enough(self, box, keymap):
-        return self.__get_child_boxes(box, keymap) if self.__large_enough(box, keymap) else self.__base_case(box)
+    def __split_if_large_enough(self, sabox: SplitKeyMapper):
+        return self.__get_child_boxes(sabox) if self.__large_enough(sabox) else self.__base_case(sabox.box)
 
     @staticmethod
-    def __large_enough(box, keymap):
-        return box[keymap["dim"]] >= 10
+    def __large_enough(box):
+        return box["dim"] >= 10
 
     @staticmethod
-    def __get_child_boxes(box, keymap):
-        dim, c1, c2 = itemgetter("dim", "c1", "c2")(keymap)
+    def __get_child_boxes(sabox: SplitKeyMapper):
 
-        split_len = random.randint(5, box[dim] - 5)
-        split_point = box[c1] + split_len
+        split_len = random.randint(5, sabox["dim"] - 5)
+        split_point = sabox["c1"] + split_len
 
-        box_left, box_right = juxt(deepcopy, deepcopy)(box)
+        box_left, box_right = juxt(deepcopy, deepcopy)(sabox)
 
-        box_left[dim] = split_len
-        box_right[dim] = box[dim] - split_len
+        box_left["dim"] = split_len
+        box_right["dim"] = sabox["dim"] - split_len
 
-        box_left[c2] = split_point
-        box_right[c1] = split_point
+        box_left["c2"] = split_point
+        box_right["c1"] = split_point
 
-        return box_left, box_right
+        return box_left.box, box_right.box
 
 
 @pytest.fixture()