Deep Spectrum
Nov 19, 2019
Research
ETA: 3min(s)

Paper

Zhao, Ziping and Zhao, Yiqin and Bao, Zhongtian and Wang, Haishuai and Zhang, Zixing and Li, Chao

Deep Spectrum Feature Representations for Speech Emotion Recognition

Proceedings of the Joint Workshop of the 4th Workshop on Affective Social Multimedia Computing and first Multi-Modal Affective Computing of Large-Scale Multimedia Data (ASMMC-MMAC'18)

@inproceedings{deep_spectrum_2018,
    author = {Zhao, Ziping and Zhao, Yiqin and Bao, Zhongtian and Wang, Haishuai and Zhang, Zixing and Li, Chao},
    title = {Deep Spectrum Feature Representations for Speech Emotion Recognition},
    booktitle = {Proceedings of the Joint Workshop of the 4th Workshop on Affective Social Multimedia
    Computing and First Multi-Modal Affective Computing of Large-Scale Multimedia Data},
    series = {ASMMC-MMAC'18},
    year = {2018},
    isbn = {978-1-4503-5985-6},
    location = {Seoul, Republic of Korea},
    pages = {27--33},
    numpages = {7},
    url = {http://doi.acm.org/10.1145/3267935.3267948},
    doi = {10.1145/3267935.3267948},
    acmid = {3267948},
    publisher = {ACM},
    address = {New York, NY, USA},
    keywords = {attention mechanism, bidirectional long short-term memory,
    fully convolutional networks, spectrogram representation, speech emotion recognition},
}

Ziping Zhao, Zhongtian Bao, Yiqin Zhao, Zixing Zhang, Nicholas Cummins, Zhao Ren, Björn Schuller

Exploring Deep Spectrum Representations via Attention-Based Recurrent and Convolutional Neural Networks for Speech Emotion Recognition

IEEE Access 2019

@article{zhao2019exploring,
  title={Exploring deep spectrum representations via attention-based recurrent and
  convolutional neural networks for speech emotion recognition},
  author={
    Zhao, Ziping and Bao, Zhongtian and Zhao, Yiqin and Zhang, Zixing and Cummins,
    Nicholas and Ren, Zhao and Schuller, Bj{\"o}rn},
  journal={IEEE Access},
  volume={7},
  pages={97515--97525},
  year={2019},
  publisher={IEEE}
}

Ziping Zhao, Yu Zheng, Zixing Zhang, Haishuai Wang, Yiqin Zhao, Chao Li.

Exploring Spatio-Temporal Representations by Integrating Attention-based Bidirectional-LSTM-RNNs and FCNs for Speech Emotion Recognition

Annual Conference of the International Speech Communication Association, INTERSPEECH 2018

@article{zhao2018exploring,
  title={Exploring spatio-temporal representations by integrating
  attention-based bidirectional-LSTM-RNNs and FCNs for speech emotion recognition},
  author={Zhao, Ziping and Zheng, Yu and Zhang, Zixing and Wang, Haishuai and Zhao, Yiqin and Li, Chao},
  year={2018}
}

Contact

If you have any questions, please feel free to contact Yiqin Zhao.