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Update app.py
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app.py
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@@ -4,28 +4,23 @@ import numpy as np
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import pytesseract
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import time
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# set the path to the Tesseract executable
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pytesseract.pytesseract.tesseract_cmd = r'C:\Program Files\Tesseract-OCR\tesseract.exe' #Tresseract path
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def text(file):
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start_time = time.time()
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# load the image and convert it to grayscale
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image = cv2.imdecode(np.frombuffer(file.read(), np.uint8), cv2.IMREAD_UNCHANGED)
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gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
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#
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thresh = cv2.threshold(gray, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)[1]
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#
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text = pytesseract.image_to_string(thresh, lang='eng')
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#
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lines = [line.strip() for line in text.split('\n') if line.strip()]
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end_time = time.time()
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@@ -36,10 +31,9 @@ def text(file):
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'time_taken': time_taken
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}
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text_output = gr.outputs.JSON(label="OCR Result")
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iface = gr.Interface(fn=text, inputs=
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description="Upload an image to detect text.")
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iface.launch()
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import pytesseract
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import time
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def text(image):
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start_time = time.time()
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# Convert the image to grayscale
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gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
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# Apply thresholding to preprocess the image
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thresh = cv2.threshold(gray, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)[1]
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# Perform OCR on the thresholded image
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text = pytesseract.image_to_string(thresh, lang='eng')
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# Split the OCR output into a list of lines
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lines = [line.strip() for line in text.split('\n') if line.strip()]
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end_time = time.time()
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'time_taken': time_taken
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}
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image_input = gr.inputs.Image(label="Upload Image")
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text_output = gr.outputs.JSON(label="OCR Result")
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iface = gr.Interface(fn=text, inputs=image_input, outputs=text_output)
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iface.launch()
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