diff --git a/mediapipe/model_maker/python/vision/object_detector/model.py b/mediapipe/model_maker/python/vision/object_detector/model.py
index eac669786..e3eb3a651 100644
--- a/mediapipe/model_maker/python/vision/object_detector/model.py
+++ b/mediapipe/model_maker/python/vision/object_detector/model.py
@@ -59,7 +59,9 @@ class ObjectDetectorModel(tf.keras.Model):
     self._num_classes = num_classes
     self._model = self._build_model()
     checkpoint_folder = self._model_spec.downloaded_files.get_path()
-    checkpoint_file = os.path.join(checkpoint_folder, 'ckpt-277200')
+    checkpoint_file = os.path.join(
+        checkpoint_folder, self._model_spec.checkpoint_name
+    )
     self.load_checkpoint(checkpoint_file)
     self._model.summary()
     self.loss_trackers = [
@@ -80,7 +82,10 @@ class ObjectDetectorModel(tf.keras.Model):
             num_scales=3, aspect_ratios=[0.5, 1.0, 2.0], anchor_size=3
         ),
         backbone=configs.backbones.Backbone(
-            type='mobilenet', mobilenet=configs.backbones.MobileNet()
+            type='mobilenet',
+            mobilenet=configs.backbones.MobileNet(
+                model_id=self._model_spec.model_id
+            ),
         ),
         decoder=configs.decoders.Decoder(
             type='fpn',
diff --git a/mediapipe/model_maker/python/vision/object_detector/model_spec.py b/mediapipe/model_maker/python/vision/object_detector/model_spec.py
index 2ce838c71..9c89c4ed0 100644
--- a/mediapipe/model_maker/python/vision/object_detector/model_spec.py
+++ b/mediapipe/model_maker/python/vision/object_detector/model_spec.py
@@ -26,6 +26,12 @@ MOBILENET_V2_FILES = file_util.DownloadedFiles(
     is_folder=True,
 )
 
+MOBILENET_MULTI_AVG_FILES = file_util.DownloadedFiles(
+    'object_detector/mobilenetmultiavg',
+    'https://storage.googleapis.com/tf_model_garden/vision/qat/mobilenetv3.5_ssd_coco/mobilenetv3.5_ssd_i256_ckpt.tar.gz',
+    is_folder=True,
+)
+
 
 @dataclasses.dataclass
 class ModelSpec(object):
@@ -38,13 +44,25 @@ class ModelSpec(object):
   stddev_rgb = (127.5,)
 
   downloaded_files: file_util.DownloadedFiles
+  checkpoint_name: str
   input_image_shape: List[int]
+  model_id: str
 
 
 mobilenet_v2_spec = functools.partial(
     ModelSpec,
     downloaded_files=MOBILENET_V2_FILES,
+    checkpoint_name='ckpt-277200',
     input_image_shape=[256, 256, 3],
+    model_id='MobileNetV2',
+)
+
+mobilenet_multi_avg_spec = functools.partial(
+    ModelSpec,
+    downloaded_files=MOBILENET_MULTI_AVG_FILES,
+    checkpoint_name='ckpt-277200',
+    input_image_shape=[256, 256, 3],
+    model_id='MobileNetMultiAVG',
 )
 
 
@@ -53,6 +71,7 @@ class SupportedModels(enum.Enum):
   """Predefined object detector model specs supported by Model Maker."""
 
   MOBILENET_V2 = mobilenet_v2_spec
+  MOBILENET_MULTI_AVG = mobilenet_multi_avg_spec
 
   @classmethod
   def get(cls, spec: 'SupportedModels') -> 'ModelSpec':