[TCSVT] Each Part Matters: Local Patterns Facilitate Cross-view Geo-localization

LPN

[Paper]

NEWs

We upload the codes of SAFA+ours and CVFT+ours

Prerequisites

Python 3.6
GPU Memory >= 8G
Numpy > 1.12.1
Pytorch 0.3+
scipy == 1.2.1
[Optional] apex (for float16) Requirements & Quick Start

Getting started

Dataset & Preparation

Download University-1652 upon request. You may use the request template.

Or download CVUSA / CVACT.

For CVUSA, I follow the training/test split in (https://github.com/Liumouliu/OriCNN).

Train & Evaluation

Train & Evaluation University-1652

sh run.sh

Train & Evaluation CVUSA

python prepare_cvusa.py  
sh run_cvusa.sh

Train & Evaluation CVACT

python prepare_cvact.py  
sh run_cvact.sh

Citation

@ARTICLE{wang2021LPN,
  title={Each Part Matters: Local Patterns Facilitate Cross-View Geo-Localization}, 
  author={Wang, Tingyu and Zheng, Zhedong and Yan, Chenggang and Zhang, Jiyong and Sun, Yaoqi and Zheng, Bolun and Yang, Yi},
  journal={IEEE Transactions on Circuits and Systems for Video Technology}, 
  year={2022},
  volume={32},
  number={2},
  pages={867-879},
  doi={10.1109/TCSVT.2021.3061265}}

@article{zheng2020university,
  title={University-1652: A Multi-view Multi-source Benchmark for Drone-based Geo-localization},
  author={Zheng, Zhedong and Wei, Yunchao and Yang, Yi},
  journal={ACM Multimedia},
  year={2020}
}

Name		Name	Last commit message	Last commit date
Latest commit History 27 Commits
docs/index_files		docs/index_files
.DS_Store		.DS_Store
LICENSE		LICENSE
README.md		README.md
autoaugment.py		autoaugment.py
draw_cam.py		draw_cam.py
evaluate_gpu.py		evaluate_gpu.py
heatmap.py		heatmap.py
image_folder.py		image_folder.py
model.py		model.py
picture.py		picture.py
polar_transform.py		polar_transform.py
prepare_cvact.py		prepare_cvact.py
prepare_cvusa.py		prepare_cvusa.py
prepare_cvusa_pt.py		prepare_cvusa_pt.py
prepare_limit_view.py		prepare_limit_view.py
process_sat_gallery.py		process_sat_gallery.py
random_erasing.py		random_erasing.py
run.sh		run.sh
run_cvact.sh		run_cvact.sh
run_cvusa.sh		run_cvusa.sh
run_test.sh		run_test.sh
show_data.py		show_data.py
test.py		test.py
test_cvact.py		test_cvact.py
test_cvusa.py		test_cvusa.py
train.py		train.py
train_cvact.py		train_cvact.py
train_cvusa.py		train_cvusa.py
utils.py		utils.py
vgg.py		vgg.py

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wtyhub/LPN

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[TCSVT] Each Part Matters: Local Patterns Facilitate Cross-view Geo-localization

LPN

NEWs

Prerequisites

Getting started

Dataset & Preparation

Train & Evaluation

Train & Evaluation University-1652

Train & Evaluation CVUSA

Train & Evaluation CVACT

Citation

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