diff --git a/optimum/amd/ryzenai/utils.py b/optimum/amd/ryzenai/utils.py
index 6c3bffae..bec2c418 100644
--- a/optimum/amd/ryzenai/utils.py
+++ b/optimum/amd/ryzenai/utils.py
@@ -2,11 +2,16 @@
 # Licensed under the MIT License.
 
 
+import logging
 import os
+import random
 
 import onnxruntime as ort
+from PIL import Image, ImageDraw, ImageFont
 
 
+logger = logging.getLogger(__name__)
+
 ONNX_WEIGHTS_NAME = "model.onnx"
 ONNX_WEIGHTS_NAME_STATIC = "model_static.onnx"
 
@@ -25,3 +30,56 @@ def validate_provider_availability(provider: str):
         raise ValueError(
             f"Asked to use {provider} as an ONNX Runtime execution provider, but the available execution providers are {available_providers}."
         )
+
+
+def plot_bbox(image, detections, output_path="plot_bbox_output.png"):
+    """
+    Plots labels and bounding boxes on an image.
+
+    Args:
+        image_path (str): Path to the image.
+        detections (list): List of detections where each detection is a dictionary with keys 'label', 'bbox'.
+                        The 'bbox' should be a list or tuple of the form [x_min, y_min, x_max, y_max].
+
+    Returns:
+        PIL.Image: Image with bounding boxes plotted.
+    """
+    if isinstance(image, str):
+        image = Image.open(image)
+
+    draw = ImageDraw.Draw(image)
+    font = ImageFont.load_default()
+
+    # Generate a unique color for each label
+    colors = {}
+
+    for detection in detections:
+        label = f"{detection['label']} {detection['score']:.2f}"
+        label_color_txt = f"{detection['label']}"
+        bbox = detection["box"]
+
+        if label_color_txt not in colors:
+            colors[label_color_txt] = (random.randint(0, 255), random.randint(0, 255), random.randint(0, 255))
+
+        color = colors[label_color_txt]
+
+        # Draw the bounding box
+        box = [bbox["xmin"], bbox["ymin"], bbox["xmax"], bbox["ymax"]]
+        draw.rectangle(box, outline=color, width=2)
+
+        # Determine the text color (black or white) based on the brightness of the bounding box color
+        brightness = color[0] * 0.299 + color[1] * 0.587 + color[2] * 0.114
+        text_color = (0, 0, 0) if brightness > 186 else (255, 255, 255)
+
+        # Draw the label background
+        text_bbox = draw.textbbox((box[0], box[1]), label, font=font)
+        text_bg_bbox = [box[0], box[1] - (text_bbox[3] - text_bbox[1]), box[0] + (text_bbox[2] - text_bbox[0]), box[1]]
+        draw.rectangle(text_bg_bbox, fill=color)
+
+        # Draw the label text
+        draw.text((box[0], box[1] - (text_bbox[3] - text_bbox[1])), label, fill=text_color, font=font)
+
+    image.save(output_path)
+    logger.info(f"Image with bounding boxes saved to {output_path}")
+
+    return image