diff --git a/winml/lib/Api/ImageFeatureValue.cpp b/winml/lib/Api/ImageFeatureValue.cpp
index 7c99184314..0fe90a726c 100644
--- a/winml/lib/Api/ImageFeatureValue.cpp
+++ b/winml/lib/Api/ImageFeatureValue.cpp
@@ -152,13 +152,6 @@ BitmapBounds ImageFeatureValue::CenterAndCropBounds(
     bounds.Y = (m_heights[idx] - bounds.Height) / 2;
   }
 
-  // TODO: Do we allow smaller images?
-  WINML_THROW_HR_IF_FALSE_MSG(
-      WINML_ERR_INVALID_BINDING,
-      (bounds.X >= 0 && bounds.X <= m_widths[idx]) &&
-          (bounds.Y >= 0 && bounds.Y <= m_heights[idx]),
-      "Failed to center crop the provided input image. The calculated bounds exceed the dimensions of the image, or do not match the model inputs dimensions.");
-
   return bounds;
 }