刘千惠
Associate Professor
Visit:
Personal Information:
  • Name (Pinyin):
    Liu Qianhui
  • Date of Employment:
    2025-06-20
  • School/Department:
    山东大学浪潮人工智能学院
  • Education Level:
    With Certificate of Graduation for Doctorate Study
  • Gender:
    Female
  • Contact Information:
    qhliu@sdu.edu.cn
  • Degree:
    博士
  • Status:
    Employed
  • Alma Mater:
    浙江大学
  • Supervisor of Master's Candidates
Biography

刘千惠于浙江大学获得学士、博士学位。曾于新加坡国立大学担任博士后研究员。研究方向包括脑启发人工智能、类脑计算,神经形态视觉等。在CCF-A类或中科院1TOP等会议期刊上发表论文十余篇。长期担任IEEE TC、TNNLS、TCSVT等国际期刊及ICLR、NeurIPS、IJCAI、ACM MM等国际顶级会议的审稿人,并曾担任国际会议的领域主席。


欢迎对脑启发人工智能,神经形态视觉、多模态研究,和类脑大模型感兴趣,具备较强科研自驱力的同学报考。欢迎具有人工智能、脑科学、神经科学等相关学科背景,或具备软硬件协同设计、Verilog、FPGA开发、ASIC设计等经验的同学一起合作。

Education
  • 2016-9 — 2021-9
    浙江大学
    计算机科学与技术
    Doctoral Degree in Engineering
  • 2012-9 — 2016-6
    浙江大学
    计算机科学与技术
    Bachelor's Degree in Engineering
Publication
Papers

1. Qianhui Liu, Gang Pan, Haibo Ruan, Dong Xing, Qi Xu, Huajin Tang. Unsupervised AER Object Recognition Based on Multiscale Spatio-Temporal Features and Spiking Neurons .IEEE Transactions on Neural Networks and Learning Systems (TNNLS).2020

2. Qianhui Liu, Haibo Ruan, Dong Xing, Huajin Tang, Gang Pan. Effective AER Object Classification Using Segmented Probability-Maximization Learning in Spiking Neural Networks .The 34th AAAI Conference on Artificial Intelligence (AAAI).2020

3. Qianhui Liu, Dong Xing, Huajin Tang, De Ma, Gang Pan. Event-based Action Recognition Using Motion Information and Spiking Neural Networks .The 30th International Joint Conference on Artificial Intelligence (IJCAI).2021

4. Shuang Lian, Qianhui Liu, Rui Yan, Huajin Tang. Training Deep Convolutional Spiking Neural Networks with Spike Probabilistic Global Pooling .Neural Computation.2022

5. Dong Xing, Qian Zheng, Qianhui Liu, Gang Pan. Adaptive Traffic Signal Control on Devices with Extremely Limited Resources .The 31st International Joint Conference on Artificial Intelligence (IJCAI).2022

6. Dong Xing, Qianhui Liu, Qian Zheng, Gang Pan. Learning with Generated Teammates to Achieve Type- Free Ad-Hoc Teamwork .The 30th International Joint Conference on Artificial Intelligence (IJCAI).2022

7. Qianhui Liu, Dong Xing, Lang Feng, Huajin Tang, Gang Pan. Event-based Multimodal Spiking Neural Networks Using Attention Mechanism .International Conference on Acoustics, Speech, and Signal Processing (ICASSP).2022

8. Lian Shuang*, Qianhui Liu*, Ziling Wang, Jia Su, Zhibin Zuo, Yi Zhang, Rui Yan, Huajin Tang. Two-Stream Spiking Neural Network for Event-based Action Recognition .International Conference on Acoustics, Speech, and Signal Processing (ICASSP).2022

9. Lang Feng, Qianhui Liu, Huajin Tang, De Ma, Gang Pan. Multi-Level Firing with Spiking DS-ResNet: Enabling Better and Deeper Directly-Trained Spiking Neural Networks .The 31st International Joint Conference on Artificial Intelligence (IJCAI).2022

10. Shuang Lian, Jiangrong Shen, Qianhui Liu, Ziming Wang, Rui Yan, Huajin Tang. Learnable Surrogate Gradient for Direct Training Spiking Neural Networks .The 32nd International Joint Conference on Artificial Intelligence (IJCAI).2023

11. Qianhui Liu, Meng Ge, Haizhou Li. Intelligent Event-Based Lip-Reading Word Classification with SNN Using Spatio-Temporal Attention Features and Triplet Loss .Information Sciences.2024

12. Jiaqi Yan*, Qianhui Liu*, Malu Zhang, Lang Feng, De Ma, Haizhou Li, Gang Pan. Efficient Spiking Neural Network Design via Neural Architecture Search .Neural Networks.2024

13. Qu Yang*, Qianhui Liu*#, Nan Li, Meng Ge, Zeyang Song, Haizhou Li. SVAD: A Robust, Low Power and Real-time Voice Activity Detection Using Spiking Neural Networks .International Conference on Acoustics, Speech, and Signal Processing (ICASSP).2024

14. Qianhui Liu, Jiaqi Yan, Malu Zhang, Gang Pan, Haizhou Li. LitE-SNN: Designing Lightweight Spiking Neural Network through Compressive Network Search and Joint Optimization .The 33rd International Joint Conference on Artificial Intelligence (IJCAI).2024

15. Zeyang Song, Qianhui Liu#, Qu Yang, Yizhou Peng, Haizhou Li. ED-sKWS: Early-Decision Spiking Neural Networks for Rapid, and Energy-Efficient Keyword Spotting .Interspeech.2024

16. Jiqing Zhang, Malu Zhang#, Yuanchen Wang, Qianhui Liu#, Baocai Yin, Haizhou Li, Xin Yang#. Spiking Neural Networks with Adaptive Membrane Time Constant for Event-Based Tracking .IEEE Transactions on Image Processing (TIP).2025

17. Qianhui Liu, Jiadong Wang, Yang Wang, Xin Yang, Gang Pan, Haizhou Li. Human-Inspired Computing for Robust and Efficient Audio-Visual Speech Recognition .IEEE Transactions on Computers (TC).2025

Patens
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