Code for Video Summarization

Deep Learning Related Features

C3D architecture, hierarchical LSTM, attention mechanism, Multi-layer perceptron. 

Other techniques

0-1 knapsack, OpenCV video processing

Tools

Pytorch, a python-based deep learning framework

Related Papers

@inproceedings{zhang2016video,
  title={Video summarization with long short-term memory},
  author={Zhang, Ke and Chao, Wei-Lun and Sha, Fei and Grauman, Kristen},
  booktitle={European conference on computer vision},
  pages={766--782},
  year={2016},
  organization={Springer}
}
@inproceedings{potapov2014category,
  title={Category-specific video summarization},
  author={Potapov, Danila and Douze, Matthijs and Harchaoui, Zaid and Schmid, Cordelia},
  booktitle={European conference on computer vision},
  pages={540--555},
  year={2014},
  organization={Springer}
}
@inproceedings{pan2016hierarchical,
  title={Hierarchical recurrent neural encoder for video representation with application to captioning},
  author={Pan, Pingbo and Xu, Zhongwen and Yang, Yi and Wu, Fei and Zhuang, Yueting},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  pages={1029--1038},
  year={2016}
}

Related Website

https://blog.heuritech.com/2016/01/20/attention-mechanism/