diff --git a/src/anomalib/data/base/video.py b/src/anomalib/data/base/video.py
index 7e9461a0a9..f2882e18a4 100644
--- a/src/anomalib/data/base/video.py
+++ b/src/anomalib/data/base/video.py
@@ -10,6 +10,7 @@
 import torch
 from pandas import DataFrame
 from torchvision.transforms.v2 import Transform
+from torchvision.transforms.v2.functional import to_dtype_video
 from torchvision.tv_tensors import Mask
 
 from anomalib import TaskType
@@ -153,6 +154,7 @@ def __getitem__(self, index: int) -> dict[str, str | torch.Tensor]:
             msg = "self.indexer must be an instance of ClipsIndexer."
             raise TypeError(msg)
         item = self.indexer.get_item(index)
+        item["image"] = to_dtype_video(video=item["image"], scale=True)
         # include the untransformed image for visualization
         item["original_image"] = item["image"].to(torch.uint8)