songdejia / Siamese Rpn Pytorch
Licence: mit
This is a re-implementation of Siamese-RPN with pytorch, which is CVPR2018 spotlight.
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Siamese-RPN-pytorch
Introduction
- Tensorflow Version has been available by my classmates makalo. If you have any question, please feel free to contact us.
- This is a re-implementation for High Performance Visual Tracking with Siamese Region Proposal Network with PyTorch, which is accepted at CVPR2018.
- Code_v1.0 is available for traning, you should change your dataset as VOT format(top-left point and w,h). If there is a break in a sequence, ues "0,0,0,0" to replace the info of this frame.
- Dataset Tree
-root/class1/img1.jpg
/...
/imgN.jpg
/groundtruth.txt
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}
}
Getting Started
Performance
Network introduction
Environment
- python=3.6
- pytorch=0.4.0
- cuda=9.0
- shapely=1.6.4
Download VOT2013 Dataset
wget http://data.votchallenge.net/vot2013/vot2013.zip
Download YouTube-BB Data
git clone https://github.com/mbuckler/youtube-bb.git
python3 download.py ./dataset 12
Download pretrained model on VID with 690000 image pairs
Pretrained model is available here BaiduYun
Training Phase
git clone https://github.com/songdejia/siamese-RPN
cd code_v1.0
python train_siamrpn.py --dataroot=/PATH/TO/YOUR/DATASET --lr=0.001 --checkpoint_path=/PATH/TO/YOUR/WEIGHT
Visualization for debug
bbox in detection
green -- ground truth which is got by pos anchor shift with reg_target
red -- bbox which is got by pos anchor with reg_pred
black -- bbox with highest score
proposal in original image
Authors
- Bo Li - paper - Siamese-RPN
- De jiasong - code - Siamese-RPN-pytorch
- Makalo - code - Siamese-RPN-tensorflow
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