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title INKFORGE - Handwriting Synthesis
emoji ✍️
colorFrom blue
colorTo purple
sdk gradio
sdk_version 4.0.0
app_file app.py
pinned false
license mit
tags
handwriting
synthesis
lstm
generative
pytorch

INKFORGE - Handwriting Synthesis Engine

Generate realistic handwritten text using deep learning.

Features

  • Multiple Writing Styles: Neat cursive, casual print, rushed notes, and more
  • Customizable Parameters: Control variation, stroke width, ink color
  • Full Document Generation: Generate multi-paragraph handwritten documents
  • Writing Fatigue Simulation: Text degrades naturally over long passages

How It Works

INKFORGE uses an LSTM + Mixture Density Network (MDN) architecture based on Graves 2013 to generate handwriting stroke-by-stroke.

Usage

  1. Enter your text in the input box
  2. Select a writing style preset
  3. Adjust temperature (variation) and other parameters
  4. Click "Generate Handwriting"

Note

This demo uses a randomly initialized model for demonstration. For realistic handwriting, train the model on the IAM On-Line Handwriting Database.

Links

License

MIT License