diff --git a/README.md b/README.md
index 4cd599f1..cbcfd00f 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,7 @@ I'm fortunate to be able to dedicate significant time and money of my own suppor
   * 1k trained variants: `tf_efficientnetv2_s/m/l`
   * 21k trained variants: `tf_efficientnetv2_s/m/l_21k`
   * 21k pretrained -> 1k fine-tuned: `tf_efficientnetv2_s/m/l_21ft1k`
-  * v2 models w/ v1 scaling: `tf_efficientnet_v2_b0` through `b3`
+  * v2 models w/ v1 scaling: `tf_efficientnetv2_b0` through `b3`
   * Rename my prev V2 guess `efficientnet_v2s` -> `efficientnetv2_rw_s`
   * Some blank `efficientnetv2_*` models in-place for future native PyTorch training