diff --git a/prototorch/core/distances.py b/prototorch/core/distances.py
index b3278fd..e86f498 100644
--- a/prototorch/core/distances.py
+++ b/prototorch/core/distances.py
@@ -73,6 +73,16 @@ def omega_distance(x, y, omega):
     return distances
 
 
+def ML_omega_distance(x, y, omega_0, omega_1, mask_0, mask_1):
+    """Multi-Layer Omega distance."""
+    x, y = (arr.view(arr.size(0), -1) for arr in (x, y))
+    omega = (omega_0 * mask_0) @ (omega_1 * mask_1)
+    projected_x = x @ omega
+    projected_y = y @ omega
+    distances = squared_euclidean_distance(projected_x, projected_y)
+    return distances
+
+
 def lomega_distance(x, y, omegas):
     r"""Localized Omega distance.