Machine Learning based Typeface Recognition Tool

A Deep Learning model to predict the font used in a given image.

Check out the repo for an interactive front-end demo:
✨ https://github.com/joejo-joestar/Font-Detection-App

Check out the images in the Demo sample folder to test the model.

Team members:

• Sreenikethan Iyer - 2022A7PS0034U - @SreenikethanI
• Joseph Cijo - 2022A7PS0019U - @joejo-joestar
• Mohammed Emaan - 2022A7PS0036U - @Emaan-BITS
• Yusra Hakim - 2022A7PS0004U - @Sapphire-Starflower

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Model architecture

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Environment setup for Jupyter notebook

Firstly install Miniconda from here.

Then open a command prompt in this directory, and run the following. This will create and activate an environment called "FDS".

conda create -n fds python=3.12
conda activate fds

After running this, your CMD prompt should have a "(fds)" prefixed at the start.

Run the following command to install packages, such as PyTorch. This will take some time.

conda install -n fds ipykernel ipywidgets --update-deps --force-reinstall

pip install scikit-learn opencv-contrib-python-headless matplotlib numpy pandas pillow pyperclip

pip install torch torchvision --index-url https://download.pytorch.org/whl/cu124

You're ready! Now just open VS Code and open the Jupyter notebook, and remember to select the FDS environment at the bottom-right.