diff --git a/frigate/detectors/detection_runners.py b/frigate/detectors/detection_runners.py
index 3e304d63c..9babbdef3 100644
--- a/frigate/detectors/detection_runners.py
+++ b/frigate/detectors/detection_runners.py
@@ -420,16 +420,27 @@ def get_optimized_runner(
         if device != "CPU" and is_openvino_gpu_npu_available():
             return OpenVINOModelRunner(model_path, device, model_type, **kwargs)
 
-    ortSession = ort.InferenceSession(
-        model_path,
-        providers=providers,
-        provider_options=options,
-    )
-
     if (
         not CudaGraphRunner.is_complex_model(model_type)
         and providers[0] == "CUDAExecutionProvider"
     ):
-        return CudaGraphRunner(ortSession, options[0]["device_id"])
+        options[0] = {
+            **options[0],
+            "enable_cuda_graph": True,
+        }
+        return CudaGraphRunner(
+            ort.InferenceSession(
+                model_path,
+                providers=providers,
+                provider_options=options,
+            ),
+            options[0]["device_id"],
+        )
 
-    return ONNXModelRunner(ortSession)
+    return ONNXModelRunner(
+        ort.InferenceSession(
+            model_path,
+            providers=providers,
+            provider_options=options,
+        )
+    )