gabornet

Meet Gabor Layer


Keywords
convolutional-neural-networks, gabor, gabor-filters, image-processing, neural-network, pytorch
License
MIT
Install
pip install gabornet==0.2.0

Documentation

GaborNet

This research on deep convolutional neural networks proposes a modified architecture that focuses on improving convergence and reducing training complexity. The filters in the first layer of network are constrained to fit the Gabor function. The parameters of Gabor functions are learnable and updated by standard backpropagation techniques. The proposed architecture was tested on several datasets and outperformed the common convolutional networks

https://arxiv.org/abs/1904.13204

Code for GaborLayers is in GaborLayers.py

Example of use is in example.py