Update app.py

app.py

@@ -1,19 +1,11 @@
 import gradio as gr
 from transformers import pipeline
 import re
-from PIL import ImageFilter
 
-# Load the OCR pipeline from Hugging Face
-ocr_pipeline = pipeline("image-to-text", model="microsoft/trocr-large-stage1")  # Use a different model
-
-def preprocess_image(image):
-    image = image.convert('L')  # Convert to grayscale
-    image = image.filter(ImageFilter.SHARPEN)  # Apply some filtering
-    return image
+# Load the OCR pipeline
+ocr_pipeline = pipeline("image-to-text", model="microsoft/trocr-base-stage1")
 
 def perform_ocr(image):
-    # Preprocess the image before OCR
-    image = preprocess_image(image)
     text = ocr_pipeline(image)[0]['generated_text']
     return text
 
@@ -53,4 +45,4 @@ def web_app():
     interface.launch()
 
 if __name__ == "__main__":
-    web_app()
+    web_app()