Update app.py
Browse files
app.py
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@@ -1,38 +1,59 @@
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import gradio as gr
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import easyocr
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from deep_translator import GoogleTranslator
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def extract_and_translate(image, target_lang):
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result = reader.readtext(image, detail=0)
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text = ' '.join(result)
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try:
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translated_text = GoogleTranslator(source='auto', target=target_lang).translate(text)
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except Exception as e:
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translated_text = f"Translation Error: {str(e)}"
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return translated_text
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lang_choices = {
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"Hindi": "hi",
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"English": "en",
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"Punjabi": "pa",
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"Gujarati": "gu",
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"Bengali": "bn",
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"Tamil": "ta",
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"Telugu": "te",
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"Marathi": "mr"
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}
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iface = gr.Interface(
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fn=
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inputs=[
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gr.Image(type="
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gr.
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],
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description="Upload an image with printed text. Extracts and translates text into selected language."
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)
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import gradio as gr
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import easyocr
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from deep_translator import GoogleTranslator
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from PIL import Image, ImageDraw, ImageFont
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import numpy as np
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# Initialize reader with allowed lang_list only
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reader = easyocr.Reader(['en', 'hi', 'mr', 'ne'])
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# Font path — works on HuggingFace
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FONT_PATH = "/usr/share/fonts/truetype/dejavu/DejaVuSans-Bold.ttf"
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def process_image(image, target_lang):
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img_array = np.array(image)
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# Run OCR safely
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results = reader.readtext(img_array)
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if not results:
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return image, "No text detected"
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final_translations = []
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img_pil = image.convert("RGB")
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draw = ImageDraw.Draw(img_pil)
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font = ImageFont.truetype(FONT_PATH, size=20)
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for (bbox, text, prob) in results:
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if text.strip():
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try:
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translated = GoogleTranslator(source='auto', target=target_lang).translate(text)
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except:
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translated = "[Translation Error]"
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final_translations.append(translated)
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# Draw translation at top-left of bounding box
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top_left = bbox[0]
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draw.text((top_left[0], top_left[1] - 20), translated, fill=(255, 0, 0), font=font)
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full_text = "\n".join(final_translations)
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return img_pil, full_text
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# Gradio UI
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iface = gr.Interface(
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fn=process_image,
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inputs=[
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gr.Image(type="pil", label="Upload Image"),
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gr.Textbox(label="Translate To (hi / en / mr / ne)")
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],
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outputs=[
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gr.Image(type="pil", label="Image with Translated Overlay"),
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gr.Textbox(label="Translated Text Output")
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],
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title="Image Translator with Overlay",
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description="Extract & translate text from an image (OCR + translation overlay)"
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)
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if __name__ == "__main__":
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iface.launch()
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