SwitchNet

SwitchNet (Project Tutorial)

As long as this paper is accepted, this project is publicly available.

License

SwitchNet is a framework to accelerate relation extraction and lifelong learning research. Adaptively continuously learn and extract different forms and new classes of relations. It is a preview. The detailed descriptions are still in the making.
network

Contents

network
Figure 1. Neural architecture overview

Basics

network
Figure 2. Lifelong relation extraction

Object detection papers

Get more inspiration or evolution from papers for object detection or face detection recognition.

@inproceedings{girshick2014rich,
  title={Rich feature hierarchies for accurate object detection and semantic segmentation},
  author={Girshick, Ross and Donahue, Jeff and Darrell, Trevor and Malik, Jitendra},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={580--587},
  year={2014}
}
@inproceedings{girshick2015fast,
  title={Fast r-cnn},
  author={Girshick, Ross},
  booktitle={Proceedings of the IEEE international conference on computer vision},
  pages={1440--1448},
  year={2015}
}
@inproceedings{ren2015faster,
  title={Faster r-cnn: Towards real-time object detection with region proposal networks},
  author={Ren, Shaoqing and He, Kaiming and Girshick, Ross and Sun, Jian},
  booktitle={Advances in neural information processing systems},
  pages={91--99},
  year={2015}
}
@inproceedings{redmon2016you,
  title={You only look once: Unified, real-time object detection},
  author={Redmon, Joseph and Divvala, Santosh and Girshick, Ross and Farhadi, Ali},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={779--788},
  year={2016}
}

Papers about face detection.

@inproceedings{schroff2015facenet,
  title={Facenet: A unified embedding for face recognition and clustering},
  author={Schroff, Florian and Kalenichenko, Dmitry and Philbin, James},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={815--823},
  year={2015}
}
@article{viola2001rapid,
  title={Rapid object detection using a boosted cascade of simple features},
  author={Viola, Paul and Jones, Michael and others},
  journal={CVPR (1)},
  volume={1},
  number={511-518},
  pages={3},
  year={2001}
}
@article{viola2004robust,
  title={Robust real-time face detection},
  author={Viola, Paul and Jones, Michael J},
  journal={International journal of computer vision},
  volume={57},
  number={2},
  pages={137--154},
  year={2004},
  publisher={Springer}
}

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