Contact: Kuang-Jui Hsu
Last update: 2017/12/30
Platform: Ubuntu 14.04, MatConvnet 1.0-beta24 (We don's support any installation problem of MatConvnet.)
Authors: Kuang-Jui Hsu, Yen-Yu Lin, Yung-Yu Chuang
Please cite our paper if this code is useful for your research.
@inproceedings{HsuBMVC17,
author = {K.-J. Hsu and Y.-Y. Lin and Y.-Y Chuang},
booktitle = {British Machine Vision Conference (BMVC)},
title = {Weakly Supervised Saliency Detection with A Category-Driven Map Generator},
year = {2017}
}
This code is only for demo and different from the origianl code because some files were overwrited when I worked for the journal extension.
The output size of the generator is W H 1 after a sigmoid normalization instead of W H 2 after a softmax normalization.
The parameters for weighting losses are not tuned.
The random seed and the number of total epoches may effect the performance.
The results are slightly better than ones reported in [BMVC'17] for Graz02 Dataset.
Bike | Car | Person | Mean |
---|---|---|---|
80.4 | 63.1 | 66.5 | 70.0 |
Faster speed:
Better results: