Projects per year
Personal profile
Personal profile
My research concerns using signal processing and machine learning for acoustics, audio, and speech processing. In particular, audio event detection and classification, sound source localization, sound source separation, speech enhancement, speech echo cancellation, active noise control, sound field control, array signal processing, and vibration and structural acoustics.
Research interests
Acoustics, audio, and speech processing. In particular, audio event detection and classification, sound source localization, sound source separation, speech enhancement, speech echo cancellation, active noise control, sound field control, array signal processing, and vibration and structural acoustics.
Experience
Research Fellow, Centre for Vision, Speech, and Signal Processing, University of Surrey - 2020
Associate Research Scientist, Institute of Acoustics, Chinese Academy of Sciences - 2018
Postdoc, Acoustic Research Group, Brigham Young University - 2015
Teaching
INT402, Data Mining and Big Data Analytics
Awards and honours
Second top ranking in the challenge of DCASE 2022 Task 3.
Top ranking in the challenge of ICASSP 2022 L3DAS22 Task 2.
Top ranking in the challenge of DCASE 2020 Task 4.
Reproducible System Award in the workshop of DCASE 2020.
Judges Award in the workshop of DCASE 2020.
Reproducible System Award in the workshop of DCASE 2019.
Second top ranking in the challenge of DCASE 2019 Task 3.
Education/Academic qualification
Ph.D., Institute of Acoustics, Chinese Academy of Sciences -2013
BSc, Nanjing University - 2008
Person Types
- Staff
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Collaborations and top research areas from the last five years
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Projects
- 1 Active
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Methods Study on Multi-Task Learning for 3D Computational Environmental Audio Analysis
1/01/23 → 31/12/25
Project: Internal Research Project
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META-SELD: Meta-Learning for Fast Adaptation to the new environment in Sound Event Localization and Detection
Hu, J., Cao, Y., Wu, M., Yang, F., Yu, Z., Wang, W., Plumbley, M. & Yang, J., 2023, The proceedings of the DCASE2023 Workshop have been published as an electronic publication.Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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PLDISET: Probabilistic Localization and Detection of Independent Sound Events with Transformers
Wu, P., Zhao, J., Chen, Y., Davide, B., Yuan, Y., Zhu, C., Cao, Y., Liu, Y., Jackson, P., Plumbley, M. & Wang, W., 2023, The proceedings of the DCASE2023 Workshop have been published as an electronic publication.Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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采用分布式球形阵列的球谐波域声场分离方法
Translated title of the contribution :Sound field separation using distributed spherical microphone array in spherical harmonics domain Research output: Contribution to journal › Article › peer-review
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A TRACK-WISE ENSEMBLE EVENT INDEPENDENT NETWORK FOR POLYPHONIC SOUND EVENT LOCALIZATION AND DETECTION
Hu, J., Cao, Y., Wu, M., Kong, Q., Yang, F., Plumbley, M. D. & Yang, J., 2022, 2022 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 9196-9200 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2022-May).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
Open Access4 Citations (Scopus) -
Echo Cancelation and Noise Suppression by Training a Dual-Stream Recurrent Network with a Mixture of Training Targets
Alishahi, F., Cao, Y., Kim, Y. & Mohammad, A., 2022, International Workshop on Acoustic Signal Enhancement, IWAENC 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc., (International Workshop on Acoustic Signal Enhancement, IWAENC 2022 - Proceedings).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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Deep source separation for speech and music
Yin Cao (Supervisor)
2023 → …Activity: Supervision › Completed SURF Project
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Audio Deepfake Detection
Yin Cao (Supervisor)
2023 → …Activity: Supervision › Master Dissertation Supervision