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Add catalog digitization feature with intuitive interfaces, multilingual support, and OCR integration
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README.md
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# Catalog
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# Catalog Digitization - BUILD FOR BHARAT Hackathon 2024
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## Introduction
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This project aims to revolutionize how product catalogs are digitized, leveraging cutting-edge technologies to enhance the user experience for sellers. Our solution seamlessly digitizes catalogs with 1000+ SKUs, incorporating attributes like SKU id, product name, description, price, image, inventory, color, size, and brand, using a combination of intuitive interfaces including text, voice, and image inputs in Indic languages.
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## Architecture
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Our architecture combines OCR technology with a sophisticated large language model to extract and process data from images, pre-filling product information from an existing repository. The backend, built with Django, manages data operations and interfaces, ensuring a smooth digitization process.
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![Architecture](images/arch.png)
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## Features
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- **Intuitive Interfaces**: Use of text, voice, and image inputs for catalog digitization.
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- **Multilingual Support**: Incorporates Indic languages for text and voice inputs.
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- **OCR Integration**: Extracts data from images to streamline the digitization process.
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- **Database Management**: Efficiently stores and retrieves catalog data, with checks against a primary database to avoid duplicates.
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## Getting Started
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```
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pip install -r requirements.txt
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python manage.py makemigrations
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python manage.py migrate
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python manage.py runserver
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```
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## Pages
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1. Catalog Page - All the Digitiliazed Catalogs will be displayed here.
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2. Upload Image - User can upload the image of a product and the details will be extracted using OCR & LLM
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3. Add Product - User can add the product details and update it to the database.
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## Technologies Used
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- **Django**: Backend framework for managing data operations and interfaces.
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- **Tesseract OCR & Easy OCR & AZURE OCR**: Extracts text from images for digitization.
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- **LLAMA 7B & GPT 3.5**: Large language model for processing text and voice inputs.
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- **Speech Recognition**: Converts voice inputs to text for digitization.
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