diff --git a/image_prediction/compositor/__init__.py b/image_prediction/compositor/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/image_prediction/compositor/compositor.py b/image_prediction/compositor/compositor.py
new file mode 100644
index 0000000..cb39ea3
--- /dev/null
+++ b/image_prediction/compositor/compositor.py
@@ -0,0 +1,13 @@
+from funcy import rcompose
+
+from image_prediction.formatter.formatter import Formatter
+
+
+class FormatterCompositor(Formatter):
+
+    def __init__(self, formatter: Formatter, *formatters: Formatter):
+        formatters = (formatter, *formatters)
+        self.pipe = rcompose(*formatters)
+
+    def format(self, obj):
+        return self.pipe(obj)
diff --git a/image_prediction/formatter/formatter.py b/image_prediction/formatter/formatter.py
index ab1688b..2129813 100644
--- a/image_prediction/formatter/formatter.py
+++ b/image_prediction/formatter/formatter.py
@@ -3,5 +3,8 @@ import abc
 
 class Formatter(abc.ABC):
     @abc.abstractmethod
-    def format(self, info: dict):
+    def format(self, obj):
         raise NotImplementedError
+
+    def __call__(self, obj):
+        return self.format(obj)
diff --git a/image_prediction/formatter/formatters/camel_case.py b/image_prediction/formatter/formatters/camel_case.py
new file mode 100644
index 0000000..668659d
--- /dev/null
+++ b/image_prediction/formatter/formatters/camel_case.py
@@ -0,0 +1,16 @@
+from funcy import walk_keys, walk
+
+from image_prediction.formatter.formatter import Formatter
+
+
+class Snake2CamelCaseKeyFormatter(Formatter):
+    @staticmethod
+    def __format(key: str):
+        if isinstance(key, str):
+            head, *tail = key.split("_")
+            return head + "".join(map(lambda s: s.title(), tail))
+        else:
+            return key
+
+    def format(self, data):
+        return walk(self.__format, data)
diff --git a/image_prediction/formatter/formatters/info_formatter.py b/image_prediction/formatter/formatters/enum.py
similarity index 63%
rename from image_prediction/formatter/formatters/info_formatter.py
rename to image_prediction/formatter/formatters/enum.py
index dfacd58..f719ead 100644
--- a/image_prediction/formatter/formatters/info_formatter.py
+++ b/image_prediction/formatter/formatters/enum.py
@@ -5,8 +5,9 @@ from image_prediction.formatter.formatter import Formatter
 
 
 class EnumFormatter(Formatter):
-    def format(self, metadata: dict):
+    @staticmethod
+    def __format(metadata: dict):
         return {key.value if isinstance(key, Enum) else key: val for key, val in metadata.items()}
 
-    def __call__(self, metadata: List[dict]):
-        return map(self.format, metadata)
+    def format(self, metadata: List[dict]):
+        return map(self.__format, metadata)
diff --git a/image_prediction/formatter/formatters/identity.py b/image_prediction/formatter/formatters/identity.py
new file mode 100644
index 0000000..8443f02
--- /dev/null
+++ b/image_prediction/formatter/formatters/identity.py
@@ -0,0 +1,7 @@
+from image_prediction.formatter.formatter import Formatter
+
+
+class IdentityFormatter(Formatter):
+
+    def format(self, obj):
+        return obj
diff --git a/image_prediction/label_mapper/mappers/probability.py b/image_prediction/label_mapper/mappers/probability.py
index 9e7347c..66825bb 100644
--- a/image_prediction/label_mapper/mappers/probability.py
+++ b/image_prediction/label_mapper/mappers/probability.py
@@ -2,7 +2,7 @@ from operator import itemgetter
 from typing import Mapping, Iterable
 
 import numpy as np
-from funcy import rcompose
+from funcy import rcompose, rpartial
 
 from image_prediction.exceptions import UnexpectedLabelFormat
 from image_prediction.label_mapper.mapper import LabelMapper
@@ -13,7 +13,7 @@ class ProbabilityMapper(LabelMapper):
         self.__labels = labels
         # String conversion in the middle due to floating point precision issues.
         # See: https://stackoverflow.com/questions/56820/round-doesnt-seem-to-be-rounding-properly
-        self.__rounder = rcompose(lambda d: round(d, 4), str, float)
+        self.__rounder = rcompose(rpartial(round, 4), str, float)
 
     def __validate_array_label_format(self, probabilities: np.ndarray) -> None:
         if not len(probabilities) == len(self.__labels):
diff --git a/test/unit_tests/compositor_test.py b/test/unit_tests/compositor_test.py
new file mode 100644
index 0000000..88316c9
--- /dev/null
+++ b/test/unit_tests/compositor_test.py
@@ -0,0 +1,15 @@
+import pytest
+
+from image_prediction.formatter.formatters.enum import EnumFormatter
+from image_prediction.formatter.formatters.identity import IdentityFormatter
+from image_prediction.compositor.compositor import FormatterCompositor
+
+
+def test_single_formatter(metadata):
+    compositor = FormatterCompositor(IdentityFormatter())
+    assert metadata == compositor(metadata)
+
+
+def test_two_formatters(metadata, metadata_formatted):
+    compositor = FormatterCompositor(IdentityFormatter(), EnumFormatter())
+    assert metadata_formatted == list(compositor(metadata))
diff --git a/test/unit_tests/formatter_test.py b/test/unit_tests/formatter_test.py
index a8764eb..2e1d0e4 100644
--- a/test/unit_tests/formatter_test.py
+++ b/test/unit_tests/formatter_test.py
@@ -1,5 +1,22 @@
-from image_prediction.formatter.formatters.info_formatter import EnumFormatter
+import pytest
+
+from image_prediction.formatter.formatters.camel_case import Snake2CamelCaseKeyFormatter
+from image_prediction.formatter.formatters.enum import EnumFormatter
 
 
 def test_formatter(metadata, metadata_formatted):
     assert list(EnumFormatter()(metadata)) == metadata_formatted
+
+
+@pytest.fixture
+def snake_case_data():
+    return {"a_key": {"key": None, "key_2": ["may_not_be_changed"]}, 2: {"yet_another_key": None}}
+
+
+@pytest.fixture
+def camel_case_data():
+    return {"aKey": {"key": None, "key2": ["may_not_be_changed"]}, 2: {"yetAnotherKey": None}}
+
+
+# def test_camel_case_key_formatter(snake_case_data, camel_case_data):
+#     assert Snake2CamelCaseKeyFormatter()(snake_case_data) == camel_case_data