WAP
Watch, Attend and Parse for Handwritten Mathematical Expression Recognition
Install / Use
/learn @JianshuZhang/WAPREADME
WAP
This repository contains the source code for WAP introduced in the following papers:<br>
- VGG: Watch, attend and parse: An end-to-end neural network based approach to handwritten mathematical expression recognition<br>
- DenseNet: Multi-Scale Attention with Dense Encoder for Handwritten Mathematical Expression Recognition<br>
Here, VGG contains the code that employs VGG architecture as the watcher, DenseNet contains the code that employs DenseNet as the watcher.<br>
Requirements
- Install cuda-8.0 cudnn-v7
- Install Theano.0.10.0 with libgpuarray
Citation
If you find WAP useful in your research, please consider citing:
@article{zhang2017watch,
title={Watch, attend and parse: An end-to-end neural network based approach to handwritten mathematical expression recognition},
author={Zhang, Jianshu and Du, Jun and Zhang, Shiliang and Liu, Dan and Hu, Yulong and Hu, Jinshui and Wei, Si and Dai, Lirong},
journal={Pattern Recognition},
volume={71},
pages={196--206},
year={2017},
publisher={Elsevier}
}
@inproceedings{zhang2018multi,
title={Multi-scale attention with dense encoder for handwritten mathematical expression recognition},
author={Zhang, Jianshu and Du, Jun and Dai, Lirong},
booktitle={International Conference on Pattern Recognition},
pages={2245--2250},
year={2018}
}
Contact
xysszjs at mail.ustc.edu.cn<br> West campus of University of Science and Technology of China<br> Any discussions, suggestions and questions are welcome!
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