diff --git a/torchvision/datasets/kinetics.py b/torchvision/datasets/kinetics.py
index 42d32533953..aef61c2442d 100644
--- a/torchvision/datasets/kinetics.py
+++ b/torchvision/datasets/kinetics.py
@@ -16,7 +16,7 @@
 from .vision import VisionDataset
 
 
-def _dl_wrap(tarpath: str, videopath: str, line: str) -> None:
+def _dl_wrap(tarpath: Union[str, Path], videopath:  Union[str, Path], line: str) -> None:
     download_and_extract_archive(line, tarpath, videopath)
 
 
diff --git a/torchvision/transforms/_presets.py b/torchvision/transforms/_presets.py
index d7f88bdb992..fb6f4ad5ca5 100644
--- a/torchvision/transforms/_presets.py
+++ b/torchvision/transforms/_presets.py
@@ -2,7 +2,7 @@
 This file is part of the private API. Please do not use directly these classes as they will be modified on
 future versions without warning. The classes should be accessed only via the transforms argument of Weights.
 """
-from typing import Optional, Tuple
+from typing import Optional, Tuple, Union
 
 import torch
 from torch import nn, Tensor
@@ -87,7 +87,7 @@ def __init__(
         self,
         *,
         crop_size: Tuple[int, int],
-        resize_size: Tuple[int, int],
+        resize_size: Union[Tuple[int], Tuple[int, int]],
         mean: Tuple[float, ...] = (0.43216, 0.394666, 0.37645),
         std: Tuple[float, ...] = (0.22803, 0.22145, 0.216989),
         interpolation: InterpolationMode = InterpolationMode.BILINEAR,