diff --git a/src/ptbench/models/alexnet.py b/src/ptbench/models/alexnet.py
index f809879cac4804da9614cac846e83da8d646ccdb..0b19b3d79fed91e21972daf337947b88e172f908 100644
--- a/src/ptbench/models/alexnet.py
+++ b/src/ptbench/models/alexnet.py
@@ -74,6 +74,7 @@ class Alexnet(pl.LightningModule):
         self.name = "alexnet"
 
         self.model_transforms = [
+            torchvision.transforms.Resize(512),
             torchvision.transforms.ToPILImage(),
             torchvision.transforms.Lambda(lambda x: x.convert("RGB")),
             torchvision.transforms.ToTensor(),
diff --git a/src/ptbench/models/densenet.py b/src/ptbench/models/densenet.py
index 72637b6fca1a6357de2573479039cf468ec41efa..f6eb2cb670ba400c00b29b3122f4d4f128f37200 100644
--- a/src/ptbench/models/densenet.py
+++ b/src/ptbench/models/densenet.py
@@ -72,6 +72,7 @@ class Densenet(pl.LightningModule):
         self.name = "densenet-121"
 
         self.model_transforms = [
+            torchvision.transforms.Resize(512),
             torchvision.transforms.ToPILImage(),
             torchvision.transforms.Lambda(lambda x: x.convert("RGB")),
             torchvision.transforms.ToTensor(),
diff --git a/src/ptbench/models/pasa.py b/src/ptbench/models/pasa.py
index 3202b5dbf045d683f4b0769464744f7b4227c236..e2cb9b053a57c6c3a786c19c4cb47a99e8d5cddb 100644
--- a/src/ptbench/models/pasa.py
+++ b/src/ptbench/models/pasa.py
@@ -72,7 +72,9 @@ class Pasa(pl.LightningModule):
 
         self.name = "pasa"
 
-        self.model_transforms = []
+        self.model_transforms = [
+            torchvision.transforms.Resize(512),
+        ]
 
         self._train_loss = train_loss
         self._validation_loss = (