/GrNet

GitHub repository for "Building Deep Networks on Grassmann Manifolds", AAAI 2018.

Primary LanguageMATLAB

GrNet-master

Zhiwu Huang, Jiqing Wu, Luc Van Gool. Building Deep Networks on Grassmann Manifolds, In Proc. AAAI 2018.

Version 1.0, Copyright(c) November, 2017.

Note that the copyright of the manopt toolbox is reserved by https://www.manopt.org/

Usage

Step1: Place the AFEW Grassmannian data under the folder "./data/afew/". Note that the HDM05, PaSC Grassmannian data are also publicly available.

Step2: Launch grnet_afew.m for a simple example.

Related Work/Implementation

  1. Thanks to Oleg Smirnov who is Sr. Applied Scientist at Amazon, a TensorFlow ManOpt library is released to reproduce our GrNet.

How to Cite

If you find this project helpful, please consider citing us as follows:

@inproceedings{huang2018grnet,
      title = {Building Deep Networks on Grassmann Manifolds},
      author    = {Huang, Zhiwu and
                   Wu, Jiqing and
                   Van Gool, Luc},
      year = {2018},
      booktitle = {{Association for the Advancement of Artificial Intelligence }
}