Create OCR_Image_to_Text.py

OCR_Image_to_Text.py

@@ -0,0 +1,69 @@
+# # First uninstall existing packages to avoid conflicts
+# # !pip uninstall -y httpx googletrans gradio easyocr
+
+# !pip install httpx==0.24.1
+# !pip install googletrans-py==4.0.0
+# !pip install gradio==3.50.2
+# !pip install easyocr==1.7.1
+
+# !pip install numpy Pillow easyocr gradio googletrans==3.1.0a0
+
+import gradio as gr
+import os
+from googletrans import Translator
+import easyocr
+from PIL import Image
+from PIL import ImageDraw
+import numpy as np
+
+def Get_OCR_demo(image):
+    try:
+        # Initialize EasyOCR reader
+        reader = easyocr.Reader(['en'])
+        translator = Translator()
+
+        # Convert image to numpy array if it isn't already
+        if isinstance(image, str):
+            # If image is a file path
+            image_array = np.array(Image.open(image))
+        elif isinstance(image, np.ndarray):
+            # If image is already a numpy array
+            image_array = image
+        else:
+            raise ValueError("Unsupported image format")
+
+        # Perform OCR
+        text_list = reader.readtext(
+            image_array,
+            add_margin=0.55,
+            width_ths=0.7,
+            link_threshold=0.8,
+            decoder='beamsearch',
+            blocklist='=-',
+            detail=0
+        )
+
+        # Combine text results
+        text_comb = ' '.join(text_list) if text_list else "No text detected"
+        return text_comb
+
+    except Exception as e:
+        return f"Error processing image: {str(e)}"
+
+# Create Gradio interface
+title = "Upload an image and extract Text from it"
+description = "OCR tool for text extraction"
+examples=[["english.png"],["Parag_Letter_j.jpg"]]
+
+get_OCR_demo = gr.Interface(
+    fn=Get_OCR_demo,
+    inputs=gr.Image(label="Upload Image"),  # Removed type="filepath"
+    outputs=gr.Textbox(label="Extracted Text"),
+    title=title,
+    description=description,
+    cache_examples=False,
+    examples=examples
+)
+
+# if __name__ == "__main__":
+#     get_OCR_demo.launch()