diff --git a/src/diffusers/training_utils.py b/src/diffusers/training_utils.py
index 9a9ad17e7a4e..32a1738e9d04 100644
--- a/src/diffusers/training_utils.py
+++ b/src/diffusers/training_utils.py
@@ -5,7 +5,6 @@
 
 import numpy as np
 import torch
-from transformers import is_torchvision_available
 
 from .models import UNet2DConditionModel
 from .utils import (
@@ -13,6 +12,7 @@
     convert_state_dict_to_peft,
     deprecate,
     is_peft_available,
+    is_torchvision_available,
     is_transformers_available,
 )
 
diff --git a/src/diffusers/utils/__init__.py b/src/diffusers/utils/__init__.py
index 667f1fe5e2fd..2da6ec7e7df8 100644
--- a/src/diffusers/utils/__init__.py
+++ b/src/diffusers/utils/__init__.py
@@ -75,6 +75,7 @@
     is_torch_version,
     is_torch_xla_available,
     is_torchsde_available,
+    is_torchvision_available,
     is_transformers_available,
     is_transformers_version,
     is_unidecode_available,
diff --git a/src/diffusers/utils/import_utils.py b/src/diffusers/utils/import_utils.py
index ac1565023b09..e89ac0b7723f 100644
--- a/src/diffusers/utils/import_utils.py
+++ b/src/diffusers/utils/import_utils.py
@@ -278,6 +278,13 @@
 except importlib_metadata.PackageNotFoundError:
     _peft_available = False
 
+_torchvision_available = importlib.util.find_spec("torchvision") is not None
+try:
+    _torchvision_version = importlib_metadata.version("torchvision")
+    logger.debug(f"Successfully imported torchvision version {_torchvision_version}")
+except importlib_metadata.PackageNotFoundError:
+    _torchvision_available = False
+
 
 def is_torch_available():
     return _torch_available
@@ -367,6 +374,10 @@ def is_peft_available():
     return _peft_available
 
 
+def is_torchvision_available():
+    return _torchvision_available
+
+
 # docstyle-ignore
 FLAX_IMPORT_ERROR = """
 {0} requires the FLAX library but it was not found in your environment. Checkout the instructions on the