FKAN: Implicit Neural Representations with Fourier Kolmogorov-Arnold Networks

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This is the official Pytorch implementation of the FKAN, which is proposed in our paper "Implicit Neural Representations with Fourier Kolmogorov-Arnold Networks" accepted for publication in IEEE ICASSP, 2025.

Installation

First, check the requirements as follows:
python
numpy
matplotlib
opencv
skimage
torchvision
torchmetrics
pytorch

Then clone the repository as follows:

git clone https://github.com/Ali-Meh619/FKAN.git

Citation

If you find our paper and code useful, please kindly cite our paper as follows:

@article{fkan,
author = {Mehrabian, Ali and Mojarad Adi, Parsa and Heidari, Moein and Hacihaliloglu, Ilker},
title = {Implicit Neural Representations with {F}ourier {K}olmogorov-{A}rnold Networks},
journal = {\rm{accepted for publication in} \textit{Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP)}},
year = {2025},
month={Hyderabad, India, Apr.}
}

Contact

Please feel free to contact us if you have any questions:

• Ali Mehrabian: alimehrabian619@{ece.ubc.ca, yahoo.com}