diff --git a/torchvision/models/segmentation/segmentation.py b/torchvision/models/segmentation/segmentation.py
index d5223842010..c19e36e4705 100644
--- a/torchvision/models/segmentation/segmentation.py
+++ b/torchvision/models/segmentation/segmentation.py
@@ -5,7 +5,7 @@
 from ..._internally_replaced_utils import load_state_dict_from_url
 from .. import mobilenetv3
 from .. import resnet
-from .._utils import IntermediateLayerGetter
+from ..feature_extraction import create_feature_extractor
 from .deeplabv3 import DeepLabHead, DeepLabV3
 from .fcn import FCN, FCNHead
 from .lraspp import LRASPP
@@ -60,7 +60,7 @@ def _segm_model(
     return_layers = {out_layer: "out"}
     if aux:
         return_layers[aux_layer] = "aux"
-    backbone = IntermediateLayerGetter(backbone, return_layers=return_layers)
+    backbone = create_feature_extractor(backbone, return_layers)
 
     aux_classifier = None
     if aux:
@@ -116,7 +116,7 @@ def _segm_lraspp_mobilenetv3(backbone_name: str, num_classes: int, pretrained_ba
     low_channels = backbone[low_pos].out_channels
     high_channels = backbone[high_pos].out_channels
 
-    backbone = IntermediateLayerGetter(backbone, return_layers={str(low_pos): "low", str(high_pos): "high"})
+    backbone = create_feature_extractor(backbone, {str(low_pos): "low", str(high_pos): "high"})
 
     model = LRASPP(backbone, low_channels, high_channels, num_classes)
     return model