diff --git a/src/transformers/models/auto/feature_extraction_auto.py b/src/transformers/models/auto/feature_extraction_auto.py
index 54c03a3dcb58..0096ef157a9d 100644
--- a/src/transformers/models/auto/feature_extraction_auto.py
+++ b/src/transformers/models/auto/feature_extraction_auto.py
@@ -34,6 +34,7 @@
     [
         ("beit", "BeitFeatureExtractor"),
         ("deit", "DeiTFeatureExtractor"),
+        ("hubert", "Wav2Vec2FeatureExtractor"),
         ("speech_to_text", "Speech2TextFeatureExtractor"),
         ("vit", "ViTFeatureExtractor"),
         ("wav2vec2", "Wav2Vec2FeatureExtractor"),
diff --git a/src/transformers/models/hubert/__init__.py b/src/transformers/models/hubert/__init__.py
index f62cc14bd76d..1d88b206a47a 100644
--- a/src/transformers/models/hubert/__init__.py
+++ b/src/transformers/models/hubert/__init__.py
@@ -21,6 +21,7 @@
 
 
 _import_structure = {
+    ".wav2vec2.feature_extraction_wav2vec2": ["Wav2Vec2FeatureExtractor"],
     "configuration_hubert": ["HUBERT_PRETRAINED_CONFIG_ARCHIVE_MAP", "HubertConfig"],
 }
 
@@ -43,6 +44,7 @@
     ]
 
 if TYPE_CHECKING:
+    from ..wav2vec2.feature_extraction_wav2vec2 import Wav2Vec2FeatureExtractor
     from .configuration_hubert import HUBERT_PRETRAINED_CONFIG_ARCHIVE_MAP, HubertConfig
 
     if is_torch_available():