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+ ---
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+ # Sign Language Conversion App
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+ This application converts text to sign language videos and can also extract text from images to convert to sign language.
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+ ## Features
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+ - **Text to Sign Language**: Enter text and get corresponding sign language videos
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+ - **Image to Sign Language**: Upload an image with text and get the sign language translation
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+ - **AI-powered**: Uses several AI models to improve sign language translations
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+
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+ ## How to Use
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+ 1. **Text Conversion**:
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+ - Go to the "Text to Sign" tab
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+ - Enter text in the textbox
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+ - Click "Convert Text to Sign"
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+ - View the resulting sign language video
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+ 2. **Image Conversion**:
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+ - Go to the "Image to Text/Caption and Sign" tab
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+ - Upload an image with text
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+ - Click "Process Image and Convert to Sign"
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+ - See the extracted text and corresponding sign language video
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+
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+ ## Technical Details
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+ The app uses:
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+ - SentenceTransformer for text embedding
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+ - FAISS for efficient similarity search
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+ - OpenAI API through OpenRouter for text processing and image analysis
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+ - FFmpeg for video processing
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+ - Gradio for the user interface
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+ ## Dataset
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+ The application relies on a sign language dataset with video clips showing different signs.