README.md

metadata

title: OCR Text Detection
emoji: 📄
colorFrom: blue
colorTo: green
sdk: gradio
app_file: app.py
pinned: false

📄 OCR Text Detection

A general Optical Character Recognition (OCR) application built with Gradio and EasyOCR for extracting text from images with high accuracy.

Features

• Multiple Upload Options

  • Upload images directly from your device
  • Load images from URL
  • Try demo images with one click

• Smart Text Detection

  • Automatic text detection with bounding boxes
  • Confidence scores for each detected text
  • Adjustable confidence threshold filtering

• Visual Annotations

  • Green bounding boxes around detected text
  • Confidence scores displayed on the image
  • Easy-to-read formatted text output

• User-Friendly Interface

  • Clean and modern UI design
  • Real-time processing
  • Copy extracted text with one click
  • Responsive layout

How to Use

1. Upload an Image: Choose from three options:

   • Click "Upload File" tab to upload from your device
   • Click "Image by URL" tab to load from a web URL
   • Click on any demo image to try it instantly

2. Adjust Confidence: Use the confidence threshold slider (0.0 - 1.0) to filter detections based on accuracy

3. View Results:

   • See the processed image with bounding boxes
   • Read the extracted text in the text box below
   • Copy the text using the copy button

Technology Stack

• EasyOCR: State-of-the-art OCR engine
• Gradio: Interactive web interface
• OpenCV: Image processing
• NumPy: Numerical operations

Supported Image Formats

• JPG/JPEG
• PNG
• BMP
• TIFF/TIF

🌐 Made by

Techtics.ai - AI Solutions for Business

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Extract text from invoices, receipts, documents, screenshots, and more!