郑青青特聘副教授,香港中文大学,计算机科学与工程

教育背景

2014-08--2018-11 香港中文大学 博士

2010-09--2014-07 北京邮电大学 学士

工作经历

2025.06-至今:深圳理工大学,人工智能研究院,特聘副教授

2021 - 2025.06: 中国科学院深圳先进技术研究院,副研究员

2018 - 2021: 腾讯科技(深圳)有限公司,高级研究员

主持项目

(1)国自然青年基金,负责人,2023/01--2025/12

(2)广东省基础与应用基础研究基金联合项目-面上基金,负责人,2023/01 - 2025/12

(3)广东省基础与应用基础研究基金联合基金-青年基金, 负责人, 2021/10--2024/09

(4) 2021年度院优秀青年创新基金B档, 负责人, 研究所自选, 2022/03--2023/12

招生方向

机器学习算法及其应用

人机交互,脑机接口

计算机视觉,计算机图形学

研究领域

机器学习、脑机接口、计算机视觉

学术成果

* represents equal contribution and # denotes corresponding authors.

2024

Perceptual-Oriented Video Frame Interpolation Via Asymmetric Synergistic Blending

Guangyang Wu, Xin Tao, Changlin Li, Wenyi Wang, Xiaohong Liu#, Qingqing Zheng#

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024

2023

Memory-based Unsupervised Video Clinical Quality Assessment with Multi-modality Data in Fetal Ultrasound

He Zhao, Qingqing Zheng, Clare Teng, Robail Yasrab, Lior Drukker, Aris T Papageorghiou, J Alison Noble

Medical Image Analysis, 2023

AccFlow: Backward Accumulation for Long-range Optical Flow

Guangyang Wu, Xiaohong Liu, Kunming Luo, Xi Liu, Qingqing Zheng, Shuaicheng Liu, Xinyang Jiang, Guangtao Zhai, Wenyi Wang

IEEE/CVF International Conference on Computer Vision (ICCV), 2023

Global Adaptive Transformer for Cross-Subject Enhanced EEG Classification

Yonghao Song, Qingqing Zheng#, Qiong Wang, Xiaorong Gao, Pheng-Ann Heng#

IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2023

EEG Conformer: Convolutional Transformer for EEG Decoding and Visualization

Yonghao Song, Qingqing Zheng, Bingchuan Liu, Xiaorong Gao

IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2023

2022

Towards Unsupervised Ultrasound Video Clinical Quality Assessment with Multi-Modality Data

He Zhao, Qingqing Zheng, Clare Teng, Robail Yasrab, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble

Medical Image Computing and Computer Assisted Interventions (MICCAI), 2022

Rethinking Breast Lesion Segmentation in Ultrasound: A New Video Dataset and A Baseline Network

Jialu Li, Qingqing Zheng*, Mingsuan Li, Ping Liu, Qiong Wang, Litao Sun, Lei Zhu

Medical Image Computing and Computer Assisted Interventions (MICCAI), 2022

DLFormer: Discrete Latent Transformer for Video Inpainting

Jingjing Ren, Qingqing Zheng#, Yuanyuan Zhao, Xuemiao Xu#, Chen Li

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

before 2022

Dynamic Joint Domain Adaptation Network for Motor Imagery Classification

Xiaolin Hong, Qingqing Zheng, Luyan Liu, Peiyin Chen, Kai Ma, Zhongke Gao, Yefeng Zheng

IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2021

Deep Representation-based Domain Adaptation for Nonstationary EEG Classification

He Zhao, Qingqing Zheng#, Kai Ma, Huiqi Li, Yefeng Zheng

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020

Multitask Feature Learning Meets Robust Tensor Decomposition for EEG Classification

Qingqing Zheng, Yi Wang, Pheng Ann Heng

IEEE Transactions on Cybernetics, 2019

Online Subspace Learning from Gradient Orientations for Robust Image Alignment

Qingqing Zheng, Yi Wang, Pheng Ann Heng

IEEE Transactions on Image Processing (TIP), 2019

[PDF]

Sparse Support Matrix Machine

Qingqing Zheng, Fengyuan Zhu, Jing Qin, Badong Chen, Pheng-Ann Heng

Pattern Recognition, 2018

Multiclass Support Matrix Machine for Single Trial EEG Classification

Qingqing Zheng, Fengyuan Zhu, Jing Qin, Pheng-Ann Heng

Neurocomputing, 2018

Robust Support Matrix Machine for Single Trial EEG Classification

Qingqing Zheng, Fengyuan Zhu, Pheng-Ann Heng

IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2018

Online Robust Projective Dictionary Learning: Shape Modeling for MR-TRUS Registration

Yi Wang, Qingqing Zheng*, Pheng Ann Heng

IEEE Transactions on Medical Imaging (TMI), 2017

Online Robust Image Alignment via Subspace Learning From Gradient Orientations

Qingqing Zheng, Yi Wang, Pheng-Ann Heng

The IEEE International Conference on Computer Vision (ICCV), 2017

专利成果

( 1 )图像处理方法、装置、设备、存储介质及计算机程序产品, 发明专利, 2022, 第 4 作者, 专利号: CN114283461A

( 2 ) 基于联邦学习的脑电信号分类模型训练方法及装置, 发明专利, 2022, 第 1 作者, 专利号: CN114048780A

( 3 ) 图像渲染处理方法、装置和设备及计算机存储介质, 发明专利, 2021, 第 1 作者, 专利号: CN113822965A

( 4 ) 图像优化渲染的方法、装置、设备及存储介质, 发明专利, 2021, 第 2 作者, 专利号: CN113822964A

( 5 ) 人脸图像美化方法、装置、电子设备以及存储介质, 发明专利, 2021, 第 1 作者, 专利号: CN113706399A

( 6 ) 一种视频处理方法及装置、计算机设备和存储介质, 发明专利, 2021, 第 2 作者, 专利号: CN113709385A

( 7 ) Motor imagery electroencephalogram signal processing method and device, and storage medium, 发明专利, 2021, 专利号: CN110531861B

( 8 ) 脑电信号分类方法、装置、计算机设备和存储介质, 发明专利, 2020, 第 2 作者, 专利号: CN111317468A

( 9 ) 一种手势信息处理方法、装置、电子设备及存储介质, 发明专利, 2020, 第 2 作者, 专利号: CN111209885A

( 10 ) 运动想象脑电信号的处理方法和装置及存储介质, 发明专利, 2019, 第 4 作者, 专利号: CN110531861A

( 11 ) 一种基于深度学习的模型训练方法以及相关装置, 发明专利, 2019, 第 3 作者, 专利号: CN110503082A