diff --git a/utils/transforms.py b/utils/transforms.py
index 86638ac..16b528a 100644
--- a/utils/transforms.py
+++ b/utils/transforms.py
@@ -104,9 +104,18 @@ def test_runtime(self):
         return None
 
 
+class FashionMNISTTransforms(CifarTransforms):
+    def __init__(self, args):
+        super().__init__(args)
+        self.normalize = v2.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010))
+        # FashionMNIST must not have normalize inplace, otherwise it fails because it is a single channel image
+
+
 def init_transforms(args) -> DatasetTransforms:
-    if args.dataset in ("cifar10", "cifar100", "FashionMNIST", "cifar100noisy"):
+    if args.dataset in ("cifar10", "cifar100", "cifar100noisy"):
         return CifarTransforms(args)
+    if args.dataset in ("FashionMNIST", ):
+        return FashionMNISTTransforms(args)
     if args.dataset in ("MNIST", "DirtyMNIST"):
         return MNISTTransforms(args)
     raise NotImplementedError(f"Transforms not implemented for {args.dataset}")