diff --git a/vllm/transformers_utils/config.py b/vllm/transformers_utils/config.py
index 4a03446590fe..f3ac8d3178d4 100644
--- a/vllm/transformers_utils/config.py
+++ b/vllm/transformers_utils/config.py
@@ -108,6 +108,9 @@ def get_hf_image_processor_config(
     revision: Optional[str] = None,
     **kwargs,
 ) -> Dict[str, Any]:
+    # ModelScope does not provide an interface for image_processor
+    if VLLM_USE_MODELSCOPE:
+        return dict()
     # Separate model folder from file path for GGUF models
     if Path(model).is_file() and Path(model).suffix == ".gguf":
         model = Path(model).parent