diff --git a/frigate/detectors/plugins/rocm.py b/frigate/detectors/plugins/rocm.py
index aa49e0544..5203934e9 100644
--- a/frigate/detectors/plugins/rocm.py
+++ b/frigate/detectors/plugins/rocm.py
@@ -4,6 +4,7 @@ import os
 import subprocess
 import sys
 
+import cv2
 import numpy as np
 from pydantic import Field
 from typing_extensions import Literal
@@ -12,6 +13,7 @@ from frigate.detectors.detection_api import DetectionApi
 from frigate.detectors.detector_config import (
     BaseDetectorConfig,
     ModelTypeEnum,
+    PixelFormatEnum,
 )
 
 logger = logging.getLogger(__name__)
@@ -123,6 +125,17 @@ class ROCmDetector(DetectionApi):
 
     def detect_raw(self, tensor_input):
         model_input_name = self.model.get_parameter_names()[0]
+        model_input_name = self.model.get_inputs()[0].name
+        model_input_shape = self.model.get_inputs()[0].shape
+
+        tensor_input = cv2.dnn.blobFromImage(
+            tensor_input[0],
+            1.0,
+            (model_input_shape[3], model_input_shape[2]),
+            None,
+            swapRB=self.rocm_model_px == PixelFormatEnum.bgr,
+        ).astype(np.uint8)
+
         detector_result = self.model.run({model_input_name: tensor_input})[0]
         addr = ctypes.cast(detector_result.data_ptr(), ctypes.POINTER(ctypes.c_float))