Multimodal Document Intelligence System

A multimodal machine learning pipeline for analyzing unstructured PDFs and images using OCR, vision transformers, and language models.

Features

• OCR document extraction
• Vision Transformer feature encoding
• Language embedding generation
• Multimodal feature fusion
• Semantic document indexing (FAISS)
• Contextual summarization
• Semantic search over documents

Tech Stack

• Python
• PyTorch
• Transformers
• OpenCV
• FAISS

Pipeline

PDF/Image → OCR → Vision + Text Embeddings → Vector Index → Semantic Search

Run

pip install -r requirements.txt python main.py