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Bachelor Thesis in Computer Science and Engineering at University of Florence titled "Neural Networks for handwriting analysis with smart-pen".

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emanuelevivoli/2018-Bachelor-Thesis-UNIFI

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2018 Bachelor Thesis @ UniFi

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Introduction

This repo contains the code for the Bachelor Thesis in Computer Science and Engineering at University of Florence.

The Thesis is titled: Neural Networks for handwriting analysis with smart-pen.

Structure

The repo is structured as follow:

  • HWR_IAM

    Keras Python

    Hand Writing Recognition on IAM dataset and CNN network training and fine-tuning processes.

  • Thesis_BHK

    Keras Python LaTeX

    Bachelor's thesis main repository, containing:

    • brand new dataset from >100 children from 6 to 12 yo;
    • definition of the BHK method method with features manually extracted from writing
    • usage of CNNs from HWR_IAM (pre-trained and fine-tuned) for classification task (dysgraphia or not)
    • Bachelor Thesis writes in LaTeX
    • Bachelor Thesis slides in LaTeX

Contacts

Here are reported only the manuscript and the slides of the Bachelor Thesis, as the source code are private.

If you are interested in the source code, don't hesitate to contact me or open an issue.

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Bachelor Thesis in Computer Science and Engineering at University of Florence titled "Neural Networks for handwriting analysis with smart-pen".

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