diff --git a/litellm/tests/test_optional_params.py b/litellm/tests/test_optional_params.py
index 83ac855a8..b2b0a0a2a 100644
--- a/litellm/tests/test_optional_params.py
+++ b/litellm/tests/test_optional_params.py
@@ -420,3 +420,21 @@ def test_dynamic_drop_additional_params_e2e():
         print(mock_response.call_args.kwargs["data"])
         assert "response_format" not in mock_response.call_args.kwargs["data"]
         assert "additional_drop_params" not in mock_response.call_args.kwargs["data"]
+
+
+def test_get_optional_params_image_gen():
+    response = litellm.utils.get_optional_params_image_gen(
+        aws_region_name="us-east-1", custom_llm_provider="openai"
+    )
+
+    print(response)
+
+    assert "aws_region_name" not in response
+
+    response = litellm.utils.get_optional_params_image_gen(
+        aws_region_name="us-east-1", custom_llm_provider="bedrock"
+    )
+
+    print(response)
+
+    assert "aws_region_name" in response
diff --git a/litellm/utils.py b/litellm/utils.py
index b6d00536f..825caf326 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -2391,6 +2391,18 @@ def get_optional_params_image_gen(
     additional_drop_params = passed_params.pop("additional_drop_params", None)
     special_params = passed_params.pop("kwargs")
     for k, v in special_params.items():
+        if k.startswith("aws_") and (
+            custom_llm_provider != "bedrock" and custom_llm_provider != "sagemaker"
+        ):  # allow dynamically setting boto3 init logic
+            continue
+        elif k == "hf_model_name" and custom_llm_provider != "sagemaker":
+            continue
+        elif (
+            k.startswith("vertex_")
+            and custom_llm_provider != "vertex_ai"
+            and custom_llm_provider != "vertex_ai_beta"
+        ):  # allow dynamically setting vertex ai init logic
+            continue
         passed_params[k] = v
 
     default_params = {