GluonCV and GluonNLP: Deep Learning in Computer Vision and Natural Language Processing
Abstract
We present GluonCV and GluonNLP, the deep learning toolkits for computer vision and natural language processing based on Apache MXNet (incubating). These toolkits provide state-of-the-art pre-trained models, training scripts, and training logs, to facilitate rapid prototyping and promote reproducible research. We also provide modular APIs with flexible building blocks to enable efficient customization. Leveraging the MXNet ecosystem, the deep learning models in GluonCV and GluonNLP can be deployed onto a variety of platforms with different programming languages. The Apache 2.0 license has been adopted by GluonCV and GluonNLP to allow for software distribution, modification, and usage.
Cite
Text
Guo et al. "GluonCV and GluonNLP: Deep Learning in Computer Vision and Natural Language Processing." Journal of Machine Learning Research, 2020.Markdown
[Guo et al. "GluonCV and GluonNLP: Deep Learning in Computer Vision and Natural Language Processing." Journal of Machine Learning Research, 2020.](https://mlanthology.org/jmlr/2020/guo2020jmlr-gluoncv/)BibTeX
@article{guo2020jmlr-gluoncv,
title = {{GluonCV and GluonNLP: Deep Learning in Computer Vision and Natural Language Processing}},
author = {Guo, Jian and He, He and He, Tong and Lausen, Leonard and Li, Mu and Lin, Haibin and Shi, Xingjian and Wang, Chenguang and Xie, Junyuan and Zha, Sheng and Zhang, Aston and Zhang, Hang and Zhang, Zhi and Zhang, Zhongyue and Zheng, Shuai and Zhu, Yi},
journal = {Journal of Machine Learning Research},
year = {2020},
pages = {1-7},
volume = {21},
url = {https://mlanthology.org/jmlr/2020/guo2020jmlr-gluoncv/}
}