Revert Augmentation Change

This caused significant degradation in performance. Reverting it for original behavior unless proved to be better

tests/model_tests/utils.py

@@ -14,7 +14,6 @@
     RandomRotation,
     RandomApply,
     Resize,
-    RandomResizedCrop,
 )
 from torchvision.transforms.v2 import RandomHorizontalFlip
 
@@ -54,9 +53,8 @@ def rand_weak_aug(size: int):
         [
             ToImage(),
             ToDtype(torch.float32, scale=True),
-            RandomResizedCrop(
-                size, scale=(0.08, 1.0), ratio=(0.95, 1.05), antialias=True
-            ),
+            Resize(size, antialias=True),
+            CenterCrop(size),
             RandomHorizontalFlip(),
             RandomVerticalFlip(),
             RandomApply([RandomRotation((90, 90))], p=0.5),
@@ -80,9 +78,8 @@ def rand_strong_aug(size: int):
         [
             ToImage(),
             ToDtype(torch.float32, scale=True),
-            RandomResizedCrop(
-                size, scale=(0.08, 1.0), ratio=(0.9, 1.1), antialias=True
-            ),
+            Resize(size, antialias=True),
+            RandomCrop(size, pad_if_needed=False),
             RandomHorizontalFlip(),
             RandomVerticalFlip(),
             RandomApply([RandomRotation((90, 90))], p=0.5),