diff --git a/flash/image/segmentation/backbones.py b/flash/image/segmentation/backbones.py
index 9aa0cd67c3..fa26f8e76e 100644
--- a/flash/image/segmentation/backbones.py
+++ b/flash/image/segmentation/backbones.py
@@ -63,7 +63,7 @@ def _fn_fcn_deeplabv3(model_name: str, num_classes: int, pretrained: bool = True
             target=None,
             stream=partial(warnings.warn, category=UserWarning),
             deprecated_in="0.3.1",
-            remove_in="0.4.0",
+            remove_in="0.5.0",
             template_mgs="The 'torchvision/fcn_resnet50' backbone has been deprecated since v%(deprecated_in)s in "
             "favor of 'fcn_resnet50'. It will be removed in v%(remove_in)s.",
         )(SEMANTIC_SEGMENTATION_BACKBONES.get("fcn_resnet50")),
@@ -75,7 +75,7 @@ def _fn_fcn_deeplabv3(model_name: str, num_classes: int, pretrained: bool = True
             target=None,
             stream=partial(warnings.warn, category=UserWarning),
             deprecated_in="0.3.1",
-            remove_in="0.4.0",
+            remove_in="0.5.0",
             template_mgs="The 'torchvision/fcn_resnet101' backbone has been deprecated since v%(deprecated_in)s in "
             "favor of 'fcn_resnet101'. It will be removed in v%(remove_in)s.",
         )(SEMANTIC_SEGMENTATION_BACKBONES.get("fcn_resnet101")),