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README.md

@@ -36,23 +36,26 @@ pip install paddlepaddle paddleocr
 ```
 
 ### 2. Inference Code
-You can use the following snippet to run inference on an image:
+You can use the following snippet to run detection on an image:
 
 ```python
 from paddleocr import PaddleOCR
-import cv2
+from pathlib import Path
 
-# Initialize the OCR engine with the custom model
-# Note: Since this is a detection-only model, we use it as the 'det_model_dir'
-ocr = PaddleOCR(
-    det_model_dir='path/to/downloaded/model/', # Path to the folder containing .pdiparams
-    use_angle_cls=False,
-    lang='en',
-    use_gpu=False # Set to True if you have a GPU
+# Path to the directory containing the downloaded model files
+MODELS_DIR = Path("path/to/models")
+
+# Initialize the OCR engine
+pp_v4 = PaddleOCR(
+    use_textline_orientation=True, 
+    lang='en', 
+    device='cpu', 
+    text_detection_model_dir=str(MODELS_DIR / "ppocr_v4"),
+    text_detection_model_name="PP-OCRv4_mobile_det"
 )
 
 img_path = 'car_image.jpg'
-result = ocr.ocr(img_path, det=True, rec=False)
+result = pp_v4.ocr(img_path, det=True, rec=False)
 
 # Visualize results
 for line in result: