diff --git a/nerfstudio/models/splatfacto.py b/nerfstudio/models/splatfacto.py
index 6733db406..a826599f9 100644
--- a/nerfstudio/models/splatfacto.py
+++ b/nerfstudio/models/splatfacto.py
@@ -669,7 +669,10 @@ class SplatfactoModel(Model):
         if self.crop_box is not None and not self.training:
             crop_ids = self.crop_box.within(self.means).squeeze()
             if crop_ids.sum() == 0:
-                return {"rgb": background.repeat(int(camera.height.item()), int(camera.width.item()), 1)}
+                rgb = background.repeat(int(camera.height.item()), int(camera.width.item()), 1)
+                depth = background.new_ones(*rgb.shape[:2], 1) * 10
+                accumulation = background.new_zeros(*rgb.shape[:2], 1)
+                return {"rgb": rgb, "depth": depth, "accumulation": accumulation}
         else:
             crop_ids = None
         camera_downscale = self._get_downscale_factor()
@@ -734,7 +737,10 @@ class SplatfactoModel(Model):
             tile_bounds,
         )  # type: ignore
         if (self.radii).sum() == 0:
-            return {"rgb": background.repeat(int(camera.height.item()), int(camera.width.item()), 1)}
+            rgb = background.repeat(int(camera.height.item()), int(camera.width.item()), 1)
+            depth = background.new_ones(*rgb.shape[:2], 1) * 10
+            accumulation = background.new_zeros(*rgb.shape[:2], 1)
+            return {"rgb": rgb, "depth": depth, "accumulation": accumulation}
 
         # Important to allow xys grads to populate properly
         if self.training: