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cd dataset/
wget https://www.di.ens.fr/willow/research/graphlearning/WILLOW-ObjectClass_dataset.zip
unzip WILLOW-ObjectClass_dataset.zip
# remove problematic image and annotation
rm -f WILLOW-ObjectClass/Face/image_0160.*
# there is an annotation error in Cars_030a.mat (coordinate swap between 6th and 7th keypoint), replace it with the correct one
mv Cars_030a.mat WILLOW-ObjectClass/Car/
Download Alexnet Weights at hypercols/, and then extract feature descriptor hypercolumn from AlexNet.
cd ../hypercols/
wget https://www.cs.toronto.edu/~guerzhoy/tf_alexnet/bvlc_alexnet.npy
python run_willow.py
run testWillow.m to test the code on WILLOW-ObjectClass dataset.
Citation
If you find this code useful for your research, please cite the following paper:
@inproceedings{zhou2015multi,
title={Multi-image matching via fast alternating minimization},
author={Zhou, Xiaowei and Zhu, Menglong and Daniilidis, Kostas},
booktitle={ICCV},
year={2015}
}
@inproceedings{wang2018multi,
title={Multi-Image Semantic Matching by Mining Consistent Features},
author={Wang, Qianqian and Zhou, Xiaowei and Daniilidis, Kostas},
booktitle={CVPR},
year={2018}
}