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signature-recognition

Here are 33 public repositories matching this topic...

An end-to-end signature verification system to extract, clean and verify signatures in documents. Signatures are detected using YOLOv5. Noise is cleaned using a CycleGAN approach and verified. Keras / Tensorflow / PyTorch

  • Updated May 8, 2024
  • Jupyter Notebook

Signature recognition is a behavioural biometric. It can be operated in two different ways: Static: In this mode, users write their signature on paper, digitize it through an optical scanner or a camera, and the biometric system recognizes the signature analyzing its shape. This group is also known as “off-line”. Dynamic: In this mode, users wri…

  • Updated Apr 10, 2018
  • Python

This repository is a machine learning–based system for offline handwritten signature verification that distinguishes genuine signatures from forgeries. It preprocesses signature images, extracts key visual features such as stroke patterns and shape, and trains a model to classify authenticity, offering an efficient solution for fraud detection.

  • Updated Oct 28, 2025
  • Python

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