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04 / Computer Vision AI

Hybrid OCR AI

Multi-Format Text & Code Recognition Engine

Hybrid OCR AI

// What It Does

Accepts diverse visual media inputs and routes them through specialized deep-learning recognition pipelines, extracting structured digital text from handwriting, Braille, and Morse code symbols.

Execution Pipeline:
Image / Document Input UploadPreprocessing (Grayscale, Thresholding, ROI Bounding)Model Routing (EasyOCR for Printed / TrOCR for Handwriting)Text Normalization & TranscriptionReact Interactive UI Preview

// Core Features

  • Transformer-based TrOCR inference for unconstrained handwriting
  • Printed document extraction powered by EasyOCR
  • Braille and Morse code symbol decoder pipelines
  • FastAPI asynchronous processing backend

// Technology Stack

Frontend UI
React.js
Vision & AI
FastAPI
TrOCR

// Architecture

01.Frontend: React.js UI
02.API: FastAPI Python Server
03.Inference Engine: TrOCR + EasyOCR Models

// Engineering Focus

  • Computer vision pipeline integration with Python web APIs
  • Handling raw image tensor processing in API routes with low latency

// Why I Built It

To decode multiple forms of human writing into accessible text using modern vision transformers.