diff --git a/timm/models/metaformers.py b/timm/models/metaformers.py
index 6fd03b35..14e54a1d 100644
--- a/timm/models/metaformers.py
+++ b/timm/models/metaformers.py
@@ -63,7 +63,8 @@ class Stem(nn.Module):
 
     def forward(self, x):
         x = self.conv(x)
-        x = self.norm(x.permute(0, 2, 3, 1)).permute(0, 3, 1, 2)
+        x = self.norm(x.permute(0, 2, 3, 1))
+        # [B, H, W, C]
         return x
 
 class Downsampling(nn.Module):
@@ -89,8 +90,8 @@ class Downsampling(nn.Module):
         )
 
     def forward(self, x):
-        x = self.norm(x.permute(0, 2, 3, 1)).permute(0, 3, 1, 2)
-        x = self.conv(x)
+        x = self.norm(x).permute(0, 3, 1, 2)
+        x = self.conv(x).permute(0, 2, 3, 1)
         return x
 
 
@@ -396,7 +397,8 @@ class MetaFormerBlock(nn.Module):
             if res_scale_init_value else nn.Identity()
         
     def forward(self, x):
-        x = x.permute(0, 2, 3, 1)
+        print(x.shape)
+        #x = x.permute(0, 2, 3, 1)
         x = self.res_scale1(x) + \
             self.layer_scale1(
                 self.drop_path1(
@@ -409,7 +411,8 @@ class MetaFormerBlock(nn.Module):
                     self.mlp(self.norm2(x))
                 )
             )
-        x = x.permute(0, 3, 1, 2)
+        #x = x.permute(0, 3, 1, 2)
+        
         return x
 
 class MetaFormer(nn.Module):