AT-GCN

KO | EN

gitlite — search

#python #java #python3 #arduino #golang #machine-learning #rust #html #flask #javascript #seismology #nodejs

★ 15 Open GitHub ↗

Pytorch implementation of the paper : Modeling Label Dependencies for Audio Tagging with Graph Convolutional Network

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# AT-GCN
Pytorch implementation of the paper : [Modeling Label Dependencies for Audio Tagging with Graph Convolutional Network](https://ieeexplore.ieee.org/abstract/document/9178483)

## To start
```
This code is based on https://github.com/MaigoAkisame/cmu-thesis.
You can run it by replacing the files in https://github.com/MaigoAkisame/cmu-thesis/tree/master/code/audioset by the files we provide.
```

```
Also, you can follow another code https://github.com/qiuqiangkong/audioset_tagging_cnn.
Simply add the model in net.py to https://github.com/qiuqiangkong/audioset_tagging_cnn/blob/master/pytorch/models.py.
```

## Citation
If this code is helpful, please feel free to cite the following papers:
```
@article{wang2020modeling,
  title={Modeling Label Dependencies for Audio Tagging with Graph Convolutional Network},
  author={Wang, Helin and Zou, Yuexian and Chong, Dading and Wang, Wenwu},
  journal={IEEE Signal Processing Letters},
  year={2020},
  publisher={IEEE}
}
```

## References
* Yun Wang, Juncheng Li and Florian Metze, "A comparison of five multiple instance learning pooling functions for sound event detection with weak labeling," arXiv e-prints, Oct. 2018. [Online]. Available: <http://arxiv.org/abs/1810.09050>.
https://github.com/MaigoAkisame/cmu-thesis

* Qiuqiang Kong, Yin Cao, Turab Iqbal, Yuxuan Wang, Wenwu Wang, Mark D. Plumbley. "PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition." arXiv preprint arXiv:1912.10211 (2019).
https://github.com/qiuqiangkong/audioset_tagging_cnn

## Contact
If you have any problem about our code, feel free to contact
- wanghl15@pku.edu.cn

or describe your problem in Issues.

AT-GCN

Explore Similar Repositories

Was this content helpful?

Recent Feedback

Download README