diff --git a/docker/tensorrt/requirements-amd64.txt b/docker/tensorrt/requirements-amd64.txt
index dd99190d0..b5ad4fcbd 100644
--- a/docker/tensorrt/requirements-amd64.txt
+++ b/docker/tensorrt/requirements-amd64.txt
@@ -7,7 +7,7 @@ cython == 0.29.*; platform_machine == 'x86_64'
 nvidia-cuda-runtime-cu12 == 12.1.*; platform_machine == 'x86_64'
 nvidia-cuda-runtime-cu11 == 11.8.*; platform_machine == 'x86_64'
 nvidia-cublas-cu11 == 11.11.3.6; platform_machine == 'x86_64'
-nvidia-cudnn-cu11 == 8.5.0.*; platform_machine == 'x86_64'
+nvidia-cudnn-cu11 == 8.6.0.*; platform_machine == 'x86_64'
 nvidia-cufft-cu11==10.*; platform_machine == 'x86_64'
 onnx==1.14.0; platform_machine == 'x86_64'
 onnxruntime-gpu==1.17.*; platform_machine == 'x86_64'
diff --git a/frigate/detectors/plugins/onnx.py b/frigate/detectors/plugins/onnx.py
index 1939b7323..bf5c0be68 100644
--- a/frigate/detectors/plugins/onnx.py
+++ b/frigate/detectors/plugins/onnx.py
@@ -36,7 +36,28 @@ class ONNXDetector(DetectionApi):
 
         path = detector_config.model.path
         logger.info(f"ONNX: loading {detector_config.model.path}")
-        self.model = ort.InferenceSession(path, providers=ort.get_available_providers())
+
+        providers = ort.get_available_providers()
+        options = []
+
+        for provider in providers:
+            if provider == "TensorrtExecutionProvider":
+                options.append(
+                    {
+                        "trt_timing_cache_enable": True,
+                        "trt_timing_cache_path": "/config/model_cache/onnx",
+                        "trt_engine_cache_enable": True,
+                        "trt_engine_cache_path": "/config/model_cache/onnx/trt-engines",
+                    }
+                )
+            elif provider == "OpenVINOExecutionProvider":
+                options.append({"cache_dir": "/config/model_cache/onnx"})
+            else:
+                options.append({})
+
+        self.model = ort.InferenceSession(
+            path, providers=providers, provider_options=options
+        )
 
         self.h = detector_config.model.height
         self.w = detector_config.model.width