diff --git a/cvat/apps/auto_annotation/import_modules.py b/cvat/apps/auto_annotation/import_modules.py
new file mode 100644
index 00000000..6f764b88
--- /dev/null
+++ b/cvat/apps/auto_annotation/import_modules.py
@@ -0,0 +1,36 @@
+import ast
+from collections import namedtuple
+import importlib
+
+Import = namedtuple("Import", ["module", "name", "alias"])
+
+def import_modules(source_code: str):
+    results = {}
+    imports = parse_imports(source_code)
+    for import_ in imports:
+        module = import_.module if import_.module else import_.name
+        loaded_module = importlib.import_module(module)
+
+        if not import_.name == module:
+            loaded_module = getattr(loaded_module, import_.name)
+
+        if import_.alias:
+            results[import_.alias] = loaded_module
+        else:
+            results[import_.name] = loaded_module
+
+    return results
+
+def parse_imports(source_code: str):
+    root = ast.parse(source_code)
+
+    for node in ast.iter_child_nodes(root):
+        if isinstance(node, ast.Import):
+            module = []
+        elif isinstance(node, ast.ImportFrom):
+            module = node.module
+        else:
+            continue
+
+        for n in node.names:
+            yield Import(module, n.name, n.asname)
diff --git a/cvat/apps/auto_annotation/model_manager.py b/cvat/apps/auto_annotation/model_manager.py
index ee57ab6f..4f17d4d7 100644
--- a/cvat/apps/auto_annotation/model_manager.py
+++ b/cvat/apps/auto_annotation/model_manager.py
@@ -24,6 +24,8 @@ from cvat.apps.engine.annotation import put_task_data, patch_task_data
 from .models import AnnotationModel, FrameworkChoice
 from .model_loader import ModelLoader
 from .image_loader import ImageLoader
+from .import_modules import import_modules
+
 
 def _remove_old_file(model_file_field):
     if model_file_field and os.path.exists(model_file_field.name):
@@ -270,6 +272,7 @@ def _process_detections(detections, path_to_conv_script, restricted=True):
         "detections": detections,
         "results": results,
         }
+    source_code = open(path_to_conv_script).read()
 
     if restricted:
         global_vars = {
@@ -284,8 +287,10 @@ def _process_detections(detections, path_to_conv_script, restricted=True):
             }
     else:
         global_vars = globals()
+        imports = import_modules(source_code)
+        global_vars.update(imports)
 
-    exec (open(path_to_conv_script).read(), global_vars, local_vars)
+    exec(source_code, global_vars, local_vars)
 
     return results