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个人简介

教育背景 清华大学电子工程系博士学位 浙江大学信息与通信工程硕士学位 中国民航大学通信工程学士学位 工作经历 2018.1至今 清华大学电子工程系 副教授 2013.1-2018.1 清华大学电子工程系 助理教授 2011.1-2013.1 清华大学电子工程系Postdoctoral fellow 博士后研究员

研究领域

以说话人识别(声纹识别)和标记、音频事件检测和知识图谱为研究重点,以连续语音识别、关键词检测、 主题分类、情感识别等为研究对象,针对媒体感知智能、认知智能的理论、技术与方法展开研究

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

Wenhao Ding, Liang He, "Adaptive Multi-Scale Detection of Acoustic Events," IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 28, pp. 294–306, 2020, doi: 10.1109/TASLP.2019.2953350. Keming Zhang, Yuanwen Cai, Yuan Ren, Ruida Ye and Liang He, "MTF-CRNN: Multiscale Time-Frequency Convolutional Recurrent Neural Network for Sound Event Detection," IEEE Access, vol. 8, pp. 147337-147348, 2020, doi: 10.1109/ACCESS.2020.3015047. Liu Yi, Liang He, Jia Liu and Michael T. Johnson, "Introducing phonetic information to speaker embedding for speaker verification," Eurasip Journal on Audio, Speech, and Music Processing, vol. 2019, no. 1, 2019. Liang He, Xianhong Chen, Can Xu, Liu Yi, Jia Liu and Michael T. Johnson, "Latent class model with application to speaker diarization," EURASIP Journal on Audio, Speech, and Music Processing, vol. 2019, no. 1, p. 12, Jul. 2019. Xianhong chen, Liang He, Can Xu and Jia Liu, "Distance-Dependent Metric Learning," IEEE Signal Processing Letters, Feb. 2019, 26(2), 357-361. Liang He, Xianhong Chen, Can Xu, and Jia Liu, "Multi-objective Optimization Training of PLDA for Speaker Verification," ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, United Kingdom, 2019, pp. 6026-6030. Yi Liu, Liang He and Jia Liu, "Large Margin Softmax Loss for Speaker Verification," INTERSPEECH 2019, 20th Annual Conference of the International Speech Communication Association, INTERSPEECH, Graz, Austria, 2019, vol. 2019-September, pp. 2873–2877. Liang He, Xianhong Chen, Can Xu, Jia Liu and Michael T. Johnson, "Local Pairwise Linear Discriminant Analysis for Speaker Verification," IEEE Signal Processing Letters, Oct. 2018, 25(10), 1575-1579. Wenhao Ding and Liang He, "MTGAN: Speaker Verification through Multitasking Triplet Generative Adversarial Networks," INTERSPEECH 2018, 19th Annual Conference of the International Speech Communication Association, 2-6 September 2018, Hyderabad, 3633-3637. Yi Liu, Liang He, Jia Liu and Michael T. Johnson, "Speaker Embedding Extraction with Phonetic Information," INTERSPEECH 2018, 19th Annual Conference of the International Speech Communication Association, 2-6 September 2018, Hyderabad, 2247-2251. Xianhong Chen, Liang He, Can Xu, Yi Liu, Tianyu Liang and Jia Liu, "VB-HMM Speaker Diarization with Enhanced and Refined Segment Representation ," Odyssey 2018 The Speaker and Language Recognition Workshop, 26-29 June 2018, Les Sables d'Olonne, France, 134-139. Liang He, Xianhong Chen, Can Xu, Tianyu Liang and Jia Liu, "Ivec-PLDA-AHC priors for VB-HMM speaker diarization system," 2017 IEEE International Workshop on Signal Processing Systems (SiPS), Lorient, 2017, 1-6. Junbiao Liu, Xinyu Jin, Fang Dong, Liang He and Hong Liu, "Fading channel modelling using single-hidden layer feedforward neural networks," Multidimensional Systems and Signal Processing 28(3), 885-903. Yi Liu, Liang He, Yao Tian, Zhuzi Chen, Jia Liu and Michael T. Johnson, "Comparison of multiple features and modeling methods for text-dependent speaker verification," 2017 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), Okinawa, 2017, 629-636. Xukui Yang, Liang He, Dan Qu, Weiqiang Zhang and Michael T. Johnson, "Semi-supervised feature selection for audio classification based on constraint compensated Laplacian score," EURASIP Journal on Audio, Speech, and Music Processing. Xukui Yang, Liang He, Dan Qu and Weiqiang Zhang, "Voice activity detection algorithm based on long-term pitch information," EURASIP Journal on Audio, Speech, and Music Processing. Xinyue Ma, Tianyu Liang, Shanshan Zhang, Shen Huang and Liang He, "Improved Lightcnn with Attention Modules for Asv Spoofing Detection," 2021 IEEE International Conference on Multimedia and Expo (ICME), 2021, pp. 1-6, doi: 10.1109/ICME51207.2021.9428313. Xianwei Zhang, Liang He, "END-to-END Cross-Lingual Spoken Language Understanding Model with Multilingual Pretraining," INTERSPEECH 2021, 4728-4732, doi: 10.21437/Interspeech.2021-818。

学术兼职

2022 Odyssey 程序委员会主席 2019 2020 全国声纹识别技术与应用研讨会主席 2021 ICME 分会主席/领域主席 2019 INTERSPEECH 分会主席 中国刑事科学技术协会 声纹检验技术专业委员会 委员 中国计算机学会 语音对话与听觉专委会 委员 中国中文信息学会 开源情报专委会 秘书长

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