diff --git a/timm/models/convnext.py b/timm/models/convnext.py
index 5f345135..c28b189e 100644
--- a/timm/models/convnext.py
+++ b/timm/models/convnext.py
@@ -1,4 +1,4 @@
-""" ConvNext
+""" ConvNeXt
 
 Paper: `A ConvNet for the 2020s` - https://arxiv.org/pdf/2201.03545.pdf
 
@@ -229,6 +229,7 @@ class ConvNeXt(nn.Module):
                 ('global_pool', SelectAdaptivePool2d(pool_type=global_pool)),
                 ('norm', norm_layer(self.num_features)),
                 ('flatten', nn.Flatten(1) if global_pool else nn.Identity()),
+                ('drop', nn.Dropout(self.drop_rate)),
                 ('fc', nn.Linear(self.num_features, num_classes) if num_classes > 0 else nn.Identity())
             ]))