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Super Resolution of 1D and 2D signals using CNNs and GANs

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alt text

Digital signal and image management exam demo

Authors:

Gaetano Chiriaco

Riccardo Porcedda

Gianmarco Russo



Data Science MSc @ University of Milan-Bicocca.

Image and Audio SuperResolution using CNN and GANs.

  • image_gui.py contains all the demo for the images.

  • audio_gui.py contains all the demo for the audio files.

  • utils.py contains all the utility functions that provide infos to the gui.

Be sure to install all the libraries indicated in requirements.txt

Usage

pip install requirements.txt

to install the required packages.

python image_gui.py

to run the image super resolution demo: alt text

python audio_gui.py

to run the audio super resolution demo: alt text

Note: being a demo, this repository does not contain the training code, but provides the trained models to test them.

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