diff --git a/timm/data/transforms.py b/timm/data/transforms.py
index 822983fe..02a069bd 100644
--- a/timm/data/transforms.py
+++ b/timm/data/transforms.py
@@ -32,16 +32,12 @@ class ToNumpy:
 
 
 class ToTensor:
-
+    """ ToTensor with no rescaling of values"""
     def __init__(self, dtype=torch.float32):
         self.dtype = dtype
 
     def __call__(self, pil_img):
-        np_img = np.array(pil_img, dtype=np.uint8)
-        if np_img.ndim < 3:
-            np_img = np.expand_dims(np_img, axis=-1)
-        np_img = np.rollaxis(np_img, 2)  # HWC to CHW
-        return torch.from_numpy(np_img).to(dtype=self.dtype)
+        return F.pil_to_tensor(pil_img).to(dtype=self.dtype)
 
 
 # Pillow is deprecating the top-level resampling attributes (e.g., Image.BILINEAR) in