diff --git a/modules/detect_target/detect_target_factory.py b/modules/detect_target/detect_target_factory.py
index 376456cb..32350984 100644
--- a/modules/detect_target/detect_target_factory.py
+++ b/modules/detect_target/detect_target_factory.py
@@ -30,7 +30,10 @@ def create_detect_target(
     local_logger: logger.Logger,
 ) -> tuple[bool, base_detect_target.BaseDetectTarget | None]:
     """
-    Construct detect target class at runtime.
+    Factory function to create a detection target object.
+
+    Return:
+    Success, detect target object.
     """
     match detect_target_option:
         case DetectTargetOption.ML_ULTRALYTICS:
diff --git a/modules/detect_target/detect_target_ultralytics.py b/modules/detect_target/detect_target_ultralytics.py
index d26e762c..0df1351b 100644
--- a/modules/detect_target/detect_target_ultralytics.py
+++ b/modules/detect_target/detect_target_ultralytics.py
@@ -5,6 +5,7 @@
 import time
 
 import cv2
+import torch
 import ultralytics
 
 from . import base_detect_target
@@ -18,6 +19,8 @@ class DetectTargetUltralyticsConfig:
     Configuration for DetectTargetUltralytics.
     """
 
+    CPU_DEVICE = "cpu"
+
     def __init__(
         self,
         device: "str | int",
@@ -55,13 +58,19 @@ def __init__(
         show_annotations: Display annotated images.
         save_name: filename prefix for logging detections and annotated images.
         """
+        self.__local_logger = local_logger
         self.__device = config.device
-        self.__enable_half_precision = not self.__device == "cpu"
+        if (
+            self.__device != DetectTargetUltralyticsConfig.CPU_DEVICE
+            and not torch.cuda.is_available()
+        ):
+            self.__local_logger.warning("CUDA not available. Falling back to CPU.")
+            self.__device = DetectTargetUltralyticsConfig.CPU_DEVICE
+        self.__enable_half_precision = self.__device != DetectTargetUltralyticsConfig.CPU_DEVICE
         self.__model = ultralytics.YOLO(config.model_path)
         if config.override_full:
             self.__enable_half_precision = False
         self.__counter = 0
-        self.__local_logger = local_logger
         self.__show_annotations = show_annotations
         self.__filename_prefix = ""
         if save_name != "":
@@ -127,11 +136,16 @@ def run(
             filename = self.__filename_prefix + str(self.__counter)
 
             # Annotated image
-            cv2.imwrite(filename + ".png", image_annotated)  # type: ignore
+            cv2.imwrite(filename + ".png", image_annotated)
 
             self.__counter += 1
 
         if self.__show_annotations:
-            cv2.imshow("Annotated", image_annotated)  # type: ignore
+            if image_annotated is not None:
+                # Display the annotated image in a named window
+                cv2.imshow("Annotated", image_annotated)
+                cv2.waitKey(1)  # Short delay to process GUI events
+            else:
+                self.__local_logger.warning("Annotated image is invalid.")
 
         return True, detections