arbitularov/SiamRPN-PyTorch

Implementation SiamRPN on PyTorch with GOT-10k dataset

I got on OTB2015 result 8.41 and 0.625 without RPN. In the SiamFusion project

SiamRPN-PyTorch

Implementation SiamRPN on PyTorch with GOT-10k dataset

How to run Training

1. Download the GOT-10k dataset in http://got-10k.aitestunion.com/downloads
2. Run the train_siamrpn.py script:

cd train

python3 train_siamrpn.py --train_path=/path/to/dataset/GOT-10k/train

How to run Tracking

[Coming Soon]

pip install

pip3 install shapely

How to fix GOT-10k dataset

1. First you need to delete four videos:

GOT-10k_Train_008628
GOT-10k_Train_008630
GOT-10k_Train_009058  
GOT-10k_Train_009059

Because they are ymin and xmin is greater than the size of the image.

2. Run the fixed.py script:

python3 fixed.py --dataset_path=/path/to/dataset/GOT-10k/train

After you have new_file.txt file. In this file a lot of information about where the error.

You do not need to change anything yourself, the fixed.py script will do it for you.

My contacts

E-mail: arbi.tularov@yandex.ru

WeChat: tularov_arbi

Authors

• Bo Li - paper - Siamese-RPN
• De jiasong - code - Siamese-RPN-pytorch
• Makalo - code - Siamese-RPN-tensorflow

Citation

Paper: @InProceedings{Li_2018_CVPR,
author = {Li, Bo and Yan, Junjie and Wu, Wei and Zhu, Zheng and Hu, Xiaolin},
title = {High Performance Visual Tracking With Siamese Region Proposal Network},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2018}
}