diff --git a/keras_cv/backend/config.py b/keras_cv/backend/config.py
index b688b79291..a921639bd9 100644
--- a/keras_cv/backend/config.py
+++ b/keras_cv/backend/config.py
@@ -27,7 +27,7 @@
     _keras_dir = os.path.join(_keras_base_dir, ".keras")
 
 # Attempt to read KerasCV config file.
-_config_path = os.path.expanduser(os.path.join(_keras_dir, "keras-cv.json"))
+_config_path = os.path.expanduser(os.path.join(_keras_dir, "keras_cv.json"))
 if os.path.exists(_config_path):
     try:
         with open(_config_path) as f: