diff --git a/src/transformers/models/efficientnet/modeling_efficientnet.py b/src/transformers/models/efficientnet/modeling_efficientnet.py
index 5b7ff534eedfe4..e415d7f1b46a1e 100644
--- a/src/transformers/models/efficientnet/modeling_efficientnet.py
+++ b/src/transformers/models/efficientnet/modeling_efficientnet.py
@@ -484,6 +484,7 @@ class EfficientNetPreTrainedModel(PreTrainedModel):
     config_class = EfficientNetConfig
     base_model_prefix = "efficientnet"
     main_input_name = "pixel_values"
+    _no_split_modules = []
 
     def _init_weights(self, module):
         """Initialize the weights"""