This is repository contains a modified version of Caffe which supports the HSN, FCN-WeightedBalanced and SegNet(http://mi.eng.cam.ac.uk/projects/segnet/)
Unpooling layer and weighted balancing are integrated in the original caffe.
The HSN is described in Hourglass-ShapeNetwork Based Semantic Segmentation for High Resolution Aerial Imagery, Yu Liu, Duc Minh Nguyen, Nikos Deligiannis, Wenrui Ding, Adrian Munteanu. (http://www.mdpi.com/2072-4292/9/6/522)
HSN network protofile is made available at (https://github.com/Walkerlikesfish/HSNRS.git)
The network trained model is made available at (https://github.com/Walkerlikesfish/HSNRS.git)
The mentioned remote sensing dataset Vaihingen and Potsdam set are available from ISPRS: http://www2.isprs.org/commissions/comm3/wg4/tests.html
This extension to the Caffe library is released under a creative commons license which allows for personal and research use only. For a commercial license please contact the authors. You can view a license summary here: http://creativecommons.org/licenses/by-nc/4.0/
Please cite Caffe and CaffeGeo in your publications if it helps your research:
@article{liu2017hourglass,
title={Hourglass-ShapeNetwork Based Semantic Segmentation for High Resolution Aerial Imagery},
author={Liu, Yu and Minh Nguyen, Duc and Deligiannis, Nikos and Ding, Wenrui and Munteanu, Adrian},
journal={Remote Sensing},
volume={9},
number={6},
pages={522},
year={2017},
publisher={Multidisciplinary Digital Publishing Institute}
}