diff --git a/bob/bio/face/config/database/replaymobile.py b/bob/bio/face/config/database/replaymobile.py
index 3cfa5b3daeef8635b00c2adcb000c45c50fdae9d..cb741f2214f55ef5e46c7b04be851ec1ec2251dd 100644
--- a/bob/bio/face/config/database/replaymobile.py
+++ b/bob/bio/face/config/database/replaymobile.py
@@ -30,16 +30,16 @@ if 'protocol' not in locals():
     logger.info(f"protocol not specified, using default: '{default_protocol}'")
     protocol = default_protocol
 
-dataset_protocol_path = rc.get("bob.db.replaymobile.dataset_protocol_path", None) # TODO default
+dataset_protocol_path = rc.get("bob.db.replaymobile.dataset_protocol_path", None)
 logger.info(f"Loading protocol from '{dataset_protocol_path}'")
 
-data_path = rc.get("bob.db.replaymobile.directory") # TODO default
+data_path = rc.get("bob.db.replaymobile.directory", None)
 logger.info(f"Raw data files will be fetched from '{data_path}'")
 
 data_extension = rc.get("bob.db.replaymobile.extension", ".mov")
 logger.info(f"Raw data files have the '{data_extension}' extension")
 
-annotations_path = rc.get("bob.db.replaymobile.annotation_path", None) # TODO default
+annotations_path = rc.get("bob.db.replaymobile.annotation_path", None)
 logger.info(f"Annotations files will be fetched from '{annotations_path}'")
 
 logger.debug(f"Instantiation of ReplayMobile bio database with protocol '{protocol}'")
diff --git a/bob/bio/face/database/replaymobile.py b/bob/bio/face/database/replaymobile.py
index c57e279067762cf4cc2bb260c7e5c6ca9d81b2ab..ae61ec0b1b13c040b42b8ca1e85ce2a7e242e4b8 100644
--- a/bob/bio/face/database/replaymobile.py
+++ b/bob/bio/face/database/replaymobile.py
@@ -257,10 +257,12 @@ class ReplayMobileBioDatabase(CSVDataset):
             data_path = rc.get("bob.db.replaymobile.directory", "")
 
         if annotations_path is None:
-            # Defaults to {data_path}/faceloc/rect if config not defined
-            annotations_path = rc.get(
-                "bob.db.replaymobile.annotation_directory",
-                os.path.join(data_path, "faceloc/rect/")
+            name = "annotations-replaymobile-mtcnn-9cd6e452.tar.xz"
+            annotations_path = get_file(
+                name,
+                [f"http://www.idiap.ch/software/bob/data/bob/bob.pad.face/{name}"],
+                cache_subdir="annotations",
+                file_hash="9cd6e452",
             )
 
         logger.info(f"Database: Loading database definition from '{protocol_definition_path}'.")