--- a
+++ b/merlin/data/monai_transforms.py
@@ -0,0 +1,29 @@
+from monai.transforms import (
+    EnsureChannelFirstd,
+    Compose,
+    LoadImaged,
+    Orientationd,
+    ScaleIntensityRanged,
+    Spacingd,
+    SpatialPadd,
+    ToTensord,
+    CenterSpatialCropd,
+)
+
+ImageTransforms = Compose(
+    [
+        LoadImaged(keys=["image"]),
+        EnsureChannelFirstd(keys=["image"]),
+        Orientationd(keys=["image"], axcodes="RAS"),
+        Spacingd(keys=["image"], pixdim=(1.5, 1.5, 3), mode=("bilinear")),
+        ScaleIntensityRanged(
+            keys=["image"], a_min=-1000, a_max=1000, b_min=0.0, b_max=1.0, clip=True
+        ),
+        SpatialPadd(keys=["image"], spatial_size=[224, 224, 160]),
+        CenterSpatialCropd(
+            roi_size=[224, 224, 160],
+            keys=["image"],
+        ),
+        ToTensord(keys=["image"]),
+    ]
+)